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BibTeX records: Alex Beutel

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@article{DBLP:journals/jsait/PaesSBCB24,
  author       = {Lucas Monteiro Paes and
                  Ananda Theertha Suresh and
                  Alex Beutel and
                  Fl{\'{a}}vio P. Calmon and
                  Ahmad Beirami},
  title        = {Multi-Group Fairness Evaluation via Conditional Value-at-Risk Testing},
  journal      = {{IEEE} J. Sel. Areas Inf. Theory},
  volume       = {5},
  pages        = {659--674},
  year         = {2024},
  url          = {https://doi.org/10.1109/JSAIT.2024.3397741},
  doi          = {10.1109/JSAIT.2024.3397741},
  timestamp    = {Wed, 08 Jan 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jsait/PaesSBCB24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/SinhaBBACB24,
  author       = {Aradhana Sinha and
                  Ananth Balashankar and
                  Ahmad Beirami and
                  Thi Avrahami and
                  Jilin Chen and
                  Alex Beutel},
  title        = {Break it, Imitate it, Fix it: Robustness by Generating Human-Like
                  Attacks},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2024},
  year         = {2024},
  url          = {https://openreview.net/forum?id=UAT4j3Y7HP},
  timestamp    = {Thu, 08 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/SinhaBBACB24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/SrinivasanSSMOB24,
  author       = {Hansa Srinivasan and
                  Candice Schumann and
                  Aradhana Sinha and
                  David Madras and
                  Gbolahan Oluwafemi Olanubi and
                  Alex Beutel and
                  Susanna Ricco and
                  Jilin Chen},
  title        = {Generalized People Diversity: Learning a Human Perception-Aligned
                  Diversity Representation for People Images},
  booktitle    = {The 2024 {ACM} Conference on Fairness, Accountability, and Transparency,
                  FAccT 2024, Rio de Janeiro, Brazil, June 3-6, 2024},
  pages        = {797--821},
  publisher    = {{ACM}},
  year         = {2024},
  url          = {https://doi.org/10.1145/3630106.3658940},
  doi          = {10.1145/3630106.3658940},
  timestamp    = {Sun, 19 Jan 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/fat/SrinivasanSSMOB24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MudgalLGLWHCCCS24,
  author       = {Sidharth Mudgal and
                  Jong Lee and
                  Harish Ganapathy and
                  YaGuang Li and
                  Tao Wang and
                  Yanping Huang and
                  Zhifeng Chen and
                  Heng{-}Tze Cheng and
                  Michael Collins and
                  Trevor Strohman and
                  Jilin Chen and
                  Alex Beutel and
                  Ahmad Beirami},
  title        = {Controlled Decoding from Language Models},
  booktitle    = {Forty-first International Conference on Machine Learning, {ICML} 2024,
                  Vienna, Austria, July 21-27, 2024},
  publisher    = {OpenReview.net},
  year         = {2024},
  url          = {https://openreview.net/forum?id=bVIcZb7Qa0},
  timestamp    = {Mon, 02 Sep 2024 16:45:29 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MudgalLGLWHCCCS24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MuHHAVKLBSW24,
  author       = {Tong Mu and
                  Alec Helyar and
                  Johannes Heidecke and
                  Joshua Achiam and
                  Andrea Vallone and
                  Ian Kivlichan and
                  Molly Lin and
                  Alex Beutel and
                  John Schulman and
                  Lilian Weng},
  editor       = {Amir Globersons and
                  Lester Mackey and
                  Danielle Belgrave and
                  Angela Fan and
                  Ulrich Paquet and
                  Jakub M. Tomczak and
                  Cheng Zhang},
  title        = {Rule Based Rewards for Language Model Safety},
  booktitle    = {Advances in Neural Information Processing Systems 38: Annual Conference
                  on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver,
                  BC, Canada, December 10 - 15, 2024},
  year         = {2024},
  url          = {http://papers.nips.cc/paper\_files/paper/2024/hash/c4e380fb74dec9da9c7212e834657aa9-Abstract-Conference.html},
  timestamp    = {Thu, 13 Feb 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MuHHAVKLBSW24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-14322,
  author       = {Hansa Srinivasan and
                  Candice Schumann and
                  Aradhana Sinha and
                  David Madras and
                  Gbolahan Oluwafemi Olanubi and
                  Alex Beutel and
                  Susanna Ricco and
                  Jilin Chen},
  title        = {Generalized People Diversity: Learning a Human Perception-Aligned
                  Diversity Representation for People Images},
  journal      = {CoRR},
  volume       = {abs/2401.14322},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.14322},
  doi          = {10.48550/ARXIV.2401.14322},
  eprinttype    = {arXiv},
  eprint       = {2401.14322},
  timestamp    = {Tue, 06 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-14322.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-13208,
  author       = {Eric Wallace and
                  Kai Xiao and
                  Reimar Leike and
                  Lilian Weng and
                  Johannes Heidecke and
                  Alex Beutel},
  title        = {The Instruction Hierarchy: Training LLMs to Prioritize Privileged
                  Instructions},
  journal      = {CoRR},
  volume       = {abs/2404.13208},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2404.13208},
  doi          = {10.48550/ARXIV.2404.13208},
  eprinttype    = {arXiv},
  eprint       = {2404.13208},
  timestamp    = {Sat, 25 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2404-13208.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2410-19803,
  author       = {Tyna Eloundou and
                  Alex Beutel and
                  David G. Robinson and
                  Keren Gu{-}Lemberg and
                  Anna{-}Luisa Brakman and
                  Pamela Mishkin and
                  Meghan Shah and
                  Johannes Heidecke and
                  Lilian Weng and
                  Adam Tauman Kalai},
  title        = {First-Person Fairness in Chatbots},
  journal      = {CoRR},
  volume       = {abs/2410.19803},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2410.19803},
  doi          = {10.48550/ARXIV.2410.19803},
  eprinttype    = {arXiv},
  eprint       = {2410.19803},
  timestamp    = {Thu, 28 Nov 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2410-19803.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2410-21276,
  author       = {Aaron Hurst and
                  Adam Lerer and
                  Adam P. Goucher and
                  Adam Perelman and
                  Aditya Ramesh and
                  Aidan Clark and
                  AJ Ostrow and
                  Akila Welihinda and
                  Alan Hayes and
                  Alec Radford and
                  Aleksander Madry and
                  Alex Baker{-}Whitcomb and
                  Alex Beutel and
                  Alex Borzunov and
                  Alex Carney and
                  Alex Chow and
                  Alex Kirillov and
                  Alex Nichol and
                  Alex Paino and
                  Alex Renzin and
                  Alex Tachard Passos and
                  Alexander Kirillov and
                  Alexi Christakis and
                  Alexis Conneau and
                  Ali Kamali and
                  Allan Jabri and
                  Allison Moyer and
                  Allison Tam and
                  Amadou Crookes and
                  Amin Tootoonchian and
                  Ananya Kumar and
                  Andrea Vallone and
                  Andrej Karpathy and
                  Andrew Braunstein and
                  Andrew Cann and
                  Andrew Codispoti and
                  Andrew Galu and
                  Andrew Kondrich and
                  Andrew Tulloch and
                  Andrey Mishchenko and
                  Angela Baek and
                  Angela Jiang and
                  Antoine Pelisse and
                  Antonia Woodford and
                  Anuj Gosalia and
                  Arka Dhar and
                  Ashley Pantuliano and
                  Avi Nayak and
                  Avital Oliver and
                  Barret Zoph and
                  Behrooz Ghorbani and
                  Ben Leimberger and
                  Ben Rossen and
                  Ben Sokolowsky and
                  Ben Wang and
                  Benjamin Zweig and
                  Beth Hoover and
                  Blake Samic and
                  Bob McGrew and
                  Bobby Spero and
                  Bogo Giertler and
                  Bowen Cheng and
                  Brad Lightcap and
                  Brandon Walkin and
                  Brendan Quinn and
                  Brian Guarraci and
                  Brian Hsu and
                  Bright Kellogg and
                  Brydon Eastman and
                  Camillo Lugaresi and
                  Carroll L. Wainwright and
                  Cary Bassin and
                  Cary Hudson and
                  Casey Chu and
                  Chad Nelson and
                  Chak Li and
                  Chan Jun Shern and
                  Channing Conger and
                  Charlotte Barette and
                  Chelsea Voss and
                  Chen Ding and
                  Cheng Lu and
                  Chong Zhang and
                  Chris Beaumont and
                  Chris Hallacy and
                  Chris Koch and
                  Christian Gibson and
                  Christina Kim and
                  Christine Choi and
                  Christine McLeavey and
                  Christopher Hesse and
                  Claudia Fischer and
                  Clemens Winter and
                  Coley Czarnecki and
                  Colin Jarvis and
                  Colin Wei and
                  Constantin Koumouzelis and
                  Dane Sherburn},
  title        = {GPT-4o System Card},
  journal      = {CoRR},
  volume       = {abs/2410.21276},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2410.21276},
  doi          = {10.48550/ARXIV.2410.21276},
  eprinttype    = {arXiv},
  eprint       = {2410.21276},
  timestamp    = {Mon, 02 Dec 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2410-21276.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2411-01111,
  author       = {Tong Mu and
                  Alec Helyar and
                  Johannes Heidecke and
                  Joshua Achiam and
                  Andrea Vallone and
                  Ian Kivlichan and
                  Molly Lin and
                  Alex Beutel and
                  John Schulman and
                  Lilian Weng},
  title        = {Rule Based Rewards for Language Model Safety},
  journal      = {CoRR},
  volume       = {abs/2411.01111},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2411.01111},
  doi          = {10.48550/ARXIV.2411.01111},
  eprinttype    = {arXiv},
  eprint       = {2411.01111},
  timestamp    = {Wed, 11 Dec 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2411-01111.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2412-16339,
  author       = {Melody Y. Guan and
                  Manas Joglekar and
                  Eric Wallace and
                  Saachi Jain and
                  Boaz Barak and
                  Alec Helyar and
                  Rachel Dias and
                  Andrea Vallone and
                  Hongyu Ren and
                  Jason Wei and
                  Hyung Won Chung and
                  Sam Toyer and
                  Johannes Heidecke and
                  Alex Beutel and
                  Amelia Glaese},
  title        = {Deliberative Alignment: Reasoning Enables Safer Language Models},
  journal      = {CoRR},
  volume       = {abs/2412.16339},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2412.16339},
  doi          = {10.48550/ARXIV.2412.16339},
  eprinttype    = {arXiv},
  eprint       = {2412.16339},
  timestamp    = {Thu, 23 Jan 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2412-16339.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2412-16720,
  author       = {Aaron Jaech and
                  Adam Kalai and
                  Adam Lerer and
                  Adam Richardson and
                  Ahmed El{-}Kishky and
                  Aiden Low and
                  Alec Helyar and
                  Aleksander Madry and
                  Alex Beutel and
                  Alex Carney and
                  Alex Iftimie and
                  Alex Karpenko and
                  Alex Tachard Passos and
                  Alexander Neitz and
                  Alexander Prokofiev and
                  Alexander Wei and
                  Allison Tam and
                  Ally Bennett and
                  Ananya Kumar and
                  Andre Saraiva and
                  Andrea Vallone and
                  Andrew Duberstein and
                  Andrew Kondrich and
                  Andrey Mishchenko and
                  Andy Applebaum and
                  Angela Jiang and
                  Ashvin Nair and
                  Barret Zoph and
                  Behrooz Ghorbani and
                  Ben Rossen and
                  Benjamin Sokolowsky and
                  Boaz Barak and
                  Bob McGrew and
                  Borys Minaiev and
                  Botao Hao and
                  Bowen Baker and
                  Brandon Houghton and
                  Brandon McKinzie and
                  Brydon Eastman and
                  Camillo Lugaresi and
                  Cary Bassin and
                  Cary Hudson and
                  Chak Ming Li and
                  Charles de Bourcy and
                  Chelsea Voss and
                  Chen Shen and
                  Chong Zhang and
                  Chris Koch and
                  Chris Orsinger and
                  Christopher Hesse and
                  Claudia Fischer and
                  Clive Chan and
                  Dan Roberts and
                  Daniel Kappler and
                  Daniel Levy and
                  Daniel Selsam and
                  David Dohan and
                  David Farhi and
                  David Mely and
                  David Robinson and
                  Dimitris Tsipras and
                  Doug Li and
                  Dragos Oprica and
                  Eben Freeman and
                  Eddie Zhang and
                  Edmund Wong and
                  Elizabeth Proehl and
                  Enoch Cheung and
                  Eric Mitchell and
                  Eric Wallace and
                  Erik Ritter and
                  Evan Mays and
                  Fan Wang and
                  Felipe Petroski Such and
                  Filippo Raso and
                  Florencia Leoni and
                  Foivos Tsimpourlas and
                  Francis Song and
                  Fred von Lohmann and
                  Freddie Sulit and
                  Geoff Salmon and
                  Giambattista Parascandolo and
                  Gildas Chabot and
                  Grace Zhao and
                  Greg Brockman and
                  Guillaume Leclerc and
                  Hadi Salman and
                  Haiming Bao and
                  Hao Sheng and
                  Hart Andrin and
                  Hessam Bagherinezhad and
                  Hongyu Ren and
                  Hunter Lightman and
                  Hyung Won Chung and
                  Ian Kivlichan and
                  Ian O'Connell and
                  Ian Osband and
                  Ignasi Clavera Gilaberte and
                  Ilge Akkaya},
  title        = {OpenAI o1 System Card},
  journal      = {CoRR},
  volume       = {abs/2412.16720},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2412.16720},
  doi          = {10.48550/ARXIV.2412.16720},
  eprinttype    = {arXiv},
  eprint       = {2412.16720},
  timestamp    = {Fri, 07 Mar 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2412-16720.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2412-18693,
  author       = {Alex Beutel and
                  Kai Xiao and
                  Johannes Heidecke and
                  Lilian Weng},
  title        = {Diverse and Effective Red Teaming with Auto-generated Rewards and
                  Multi-step Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2412.18693},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2412.18693},
  doi          = {10.48550/ARXIV.2412.18693},
  eprinttype    = {arXiv},
  eprint       = {2412.18693},
  timestamp    = {Sat, 25 Jan 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2412-18693.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/Balashankar00PT23,
  author       = {Ananth Balashankar and
                  Xuezhi Wang and
                  Yao Qin and
                  Ben Packer and
                  Nithum Thain and
                  Ed H. Chi and
                  Jilin Chen and
                  Alex Beutel},
  editor       = {Houda Bouamor and
                  Juan Pino and
                  Kalika Bali},
  title        = {Improving Classifier Robustness through Active Generative Counterfactual
                  Data Augmentation},
  booktitle    = {Findings of the Association for Computational Linguistics: {EMNLP}
                  2023, Singapore, December 6-10, 2023},
  pages        = {127--139},
  publisher    = {Association for Computational Linguistics},
  year         = {2023},
  url          = {https://doi.org/10.18653/v1/2023.findings-emnlp.10},
  doi          = {10.18653/V1/2023.FINDINGS-EMNLP.10},
  timestamp    = {Fri, 12 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/emnlp/Balashankar00PT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/LahotiB0KPTSPBB23,
  author       = {Preethi Lahoti and
                  Nicholas Blumm and
                  Xiao Ma and
                  Raghavendra Kotikalapudi and
                  Sahitya Potluri and
                  Qijun Tan and
                  Hansa Srinivasan and
                  Ben Packer and
                  Ahmad Beirami and
                  Alex Beutel and
                  Jilin Chen},
  editor       = {Houda Bouamor and
                  Juan Pino and
                  Kalika Bali},
  title        = {Improving Diversity of Demographic Representation in Large Language
                  Models via Collective-Critiques and Self-Voting},
  booktitle    = {Proceedings of the 2023 Conference on Empirical Methods in Natural
                  Language Processing, {EMNLP} 2023, Singapore, December 6-10, 2023},
  pages        = {10383--10405},
  publisher    = {Association for Computational Linguistics},
  year         = {2023},
  url          = {https://doi.org/10.18653/v1/2023.emnlp-main.643},
  doi          = {10.18653/V1/2023.EMNLP-MAIN.643},
  timestamp    = {Fri, 12 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/emnlp/LahotiB0KPTSPBB23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ShiCBSHB023,
  author       = {Zhouxing Shi and
                  Nicholas Carlini and
                  Ananth Balashankar and
                  Ludwig Schmidt and
                  Cho{-}Jui Hsieh and
                  Alex Beutel and
                  Yao Qin},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Effective Robustness against Natural Distribution Shifts for Models
                  with Different Training Data},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/e9000ecb86d45c442a1d38fae68dd8fb-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ShiCBSHB023.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recsys/WangHCFLLLHLBZB23,
  author       = {Yueqi Wang and
                  Yoni Halpern and
                  Shuo Chang and
                  Jingchen Feng and
                  Elaine Ya Le and
                  Longfei Li and
                  Xujian Liang and
                  Min{-}Cheng Huang and
                  Shane Li and
                  Alex Beutel and
                  Yaping Zhang and
                  Shuchao Bi},
  editor       = {Jie Zhang and
                  Li Chen and
                  Shlomo Berkovsky and
                  Min Zhang and
                  Tommaso Di Noia and
                  Justin Basilico and
                  Luiz Pizzato and
                  Yang Song},
  title        = {Learning from Negative User Feedback and Measuring Responsiveness
                  for Sequential Recommenders},
  booktitle    = {Proceedings of the 17th {ACM} Conference on Recommender Systems, RecSys
                  2023, Singapore, Singapore, September 18-22, 2023},
  pages        = {1049--1053},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3604915.3610244},
  doi          = {10.1145/3604915.3610244},
  timestamp    = {Sun, 19 Jan 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/recsys/WangHCFLLLHLBZB23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/satml/00010LCB23,
  author       = {Yao Qin and
                  Xuezhi Wang and
                  Balaji Lakshminarayanan and
                  Ed H. Chi and
                  Alex Beutel},
  title        = {What Are Effective Labels for Augmented Data? Improving Calibration
                  and Robustness with AutoLabel},
  booktitle    = {2023 {IEEE} Conference on Secure and Trustworthy Machine Learning,
                  SaTML 2023, Raleigh, NC, USA, February 8-10, 2023},
  pages        = {365--376},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/SaTML54575.2023.00032},
  doi          = {10.1109/SATML54575.2023.00032},
  timestamp    = {Fri, 17 May 2024 11:50:31 +0200},
  biburl       = {https://dblp.org/rec/conf/satml/00010LCB23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-01381,
  author       = {Zhouxing Shi and
                  Nicholas Carlini and
                  Ananth Balashankar and
                  Ludwig Schmidt and
                  Cho{-}Jui Hsieh and
                  Alex Beutel and
                  Yao Qin},
  title        = {Effective Robustness against Natural Distribution Shifts for Models
                  with Different Training Data},
  journal      = {CoRR},
  volume       = {abs/2302.01381},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.01381},
  doi          = {10.48550/ARXIV.2302.01381},
  eprinttype    = {arXiv},
  eprint       = {2302.01381},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-01381.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-11188,
  author       = {Yao Qin and
                  Xuezhi Wang and
                  Balaji Lakshminarayanan and
                  Ed H. Chi and
                  Alex Beutel},
  title        = {What Are Effective Labels for Augmented Data? Improving Calibration
                  and Robustness with AutoLabel},
  journal      = {CoRR},
  volume       = {abs/2302.11188},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.11188},
  doi          = {10.48550/ARXIV.2302.11188},
  eprinttype    = {arXiv},
  eprint       = {2302.11188},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-11188.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-08479,
  author       = {Jindong Gu and
                  Ahmad Beirami and
                  Xuezhi Wang and
                  Alex Beutel and
                  Philip H. S. Torr and
                  Yao Qin},
  title        = {Towards Robust Prompts on Vision-Language Models},
  journal      = {CoRR},
  volume       = {abs/2304.08479},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.08479},
  doi          = {10.48550/ARXIV.2304.08479},
  eprinttype    = {arXiv},
  eprint       = {2304.08479},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-08479.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-13535,
  author       = {Ananth Balashankar and
                  Xuezhi Wang and
                  Yao Qin and
                  Ben Packer and
                  Nithum Thain and
                  Jilin Chen and
                  Ed H. Chi and
                  Alex Beutel},
  title        = {Improving Classifier Robustness through Active Generation of Pairwise
                  Counterfactuals},
  journal      = {CoRR},
  volume       = {abs/2305.13535},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.13535},
  doi          = {10.48550/ARXIV.2305.13535},
  eprinttype    = {arXiv},
  eprint       = {2305.13535},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-13535.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-14308,
  author       = {Xiao Ma and
                  Swaroop Mishra and
                  Ahmad Beirami and
                  Alex Beutel and
                  Jilin Chen},
  title        = {Let's Do a Thought Experiment: Using Counterfactuals to Improve Moral
                  Reasoning},
  journal      = {CoRR},
  volume       = {abs/2306.14308},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.14308},
  doi          = {10.48550/ARXIV.2306.14308},
  eprinttype    = {arXiv},
  eprint       = {2306.14308},
  timestamp    = {Tue, 07 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-14308.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-05728,
  author       = {James Atwood and
                  Tina Tian and
                  Ben Packer and
                  Meghana Deodhar and
                  Jilin Chen and
                  Alex Beutel and
                  Flavien Prost and
                  Ahmad Beirami},
  title        = {Towards {A} Scalable Solution for Improving Multi-Group Fairness in
                  Compositional Classification},
  journal      = {CoRR},
  volume       = {abs/2307.05728},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.05728},
  doi          = {10.48550/ARXIV.2307.05728},
  eprinttype    = {arXiv},
  eprint       = {2307.05728},
  timestamp    = {Mon, 24 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-05728.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-12256,
  author       = {Yueqi Wang and
                  Yoni Halpern and
                  Shuo Chang and
                  Jingchen Feng and
                  Elaine Ya Le and
                  Longfei Li and
                  Xujian Liang and
                  Min{-}Cheng Huang and
                  Shane Li and
                  Alex Beutel and
                  Yaping Zhang and
                  Shuchao Bi},
  title        = {Learning from Negative User Feedback and Measuring Responsiveness
                  for Sequential Recommenders},
  journal      = {CoRR},
  volume       = {abs/2308.12256},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.12256},
  doi          = {10.48550/ARXIV.2308.12256},
  eprinttype    = {arXiv},
  eprint       = {2308.12256},
  timestamp    = {Wed, 30 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-12256.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-16523,
  author       = {Preethi Lahoti and
                  Nicholas Blumm and
                  Xiao Ma and
                  Raghavendra Kotikalapudi and
                  Sahitya Potluri and
                  Qijun Tan and
                  Hansa Srinivasan and
                  Ben Packer and
                  Ahmad Beirami and
                  Alex Beutel and
                  Jilin Chen},
  title        = {Improving Diversity of Demographic Representation in Large Language
                  Models via Collective-Critiques and Self-Voting},
  journal      = {CoRR},
  volume       = {abs/2310.16523},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.16523},
  doi          = {10.48550/ARXIV.2310.16523},
  eprinttype    = {arXiv},
  eprint       = {2310.16523},
  timestamp    = {Tue, 07 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-16523.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-16955,
  author       = {Aradhana Sinha and
                  Ananth Balashankar and
                  Ahmad Beirami and
                  Thi Avrahami and
                  Jilin Chen and
                  Alex Beutel},
  title        = {Break it, Imitate it, Fix it: Robustness by Generating Human-Like
                  Attacks},
  journal      = {CoRR},
  volume       = {abs/2310.16955},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.16955},
  doi          = {10.48550/ARXIV.2310.16955},
  eprinttype    = {arXiv},
  eprint       = {2310.16955},
  timestamp    = {Tue, 31 Oct 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-16955.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-16959,
  author       = {Ananth Balashankar and
                  Xiao Ma and
                  Aradhana Sinha and
                  Ahmad Beirami and
                  Yao Qin and
                  Jilin Chen and
                  Alex Beutel},
  title        = {Improving Few-shot Generalization of Safety Classifiers via Data Augmented
                  Parameter-Efficient Fine-Tuning},
  journal      = {CoRR},
  volume       = {abs/2310.16959},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.16959},
  doi          = {10.48550/ARXIV.2310.16959},
  eprinttype    = {arXiv},
  eprint       = {2310.16959},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-16959.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-17022,
  author       = {Sidharth Mudgal and
                  Jong Lee and
                  Harish Ganapathy and
                  YaGuang Li and
                  Tao Wang and
                  Yanping Huang and
                  Zhifeng Chen and
                  Heng{-}Tze Cheng and
                  Michael Collins and
                  Trevor Strohman and
                  Jilin Chen and
                  Alex Beutel and
                  Ahmad Beirami},
  title        = {Controlled Decoding from Language Models},
  journal      = {CoRR},
  volume       = {abs/2310.17022},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.17022},
  doi          = {10.48550/ARXIV.2310.17022},
  eprinttype    = {arXiv},
  eprint       = {2310.17022},
  timestamp    = {Tue, 31 Oct 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-17022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-03867,
  author       = {Lucas Monteiro Paes and
                  Ananda Theertha Suresh and
                  Alex Beutel and
                  Fl{\'{a}}vio P. Calmon and
                  Ahmad Beirami},
  title        = {Multi-Group Fairness Evaluation via Conditional Value-at-Risk Testing},
  journal      = {CoRR},
  volume       = {abs/2312.03867},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2312.03867},
  doi          = {10.48550/ARXIV.2312.03867},
  eprinttype    = {arXiv},
  eprint       = {2312.03867},
  timestamp    = {Mon, 01 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2312-03867.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DAmourHMAABCDEH22,
  author       = {Alexander D'Amour and
                  Katherine A. Heller and
                  Dan Moldovan and
                  Ben Adlam and
                  Babak Alipanahi and
                  Alex Beutel and
                  Christina Chen and
                  Jonathan Deaton and
                  Jacob Eisenstein and
                  Matthew D. Hoffman and
                  Farhad Hormozdiari and
                  Neil Houlsby and
                  Shaobo Hou and
                  Ghassen Jerfel and
                  Alan Karthikesalingam and
                  Mario Lucic and
                  Yi{-}An Ma and
                  Cory Y. McLean and
                  Diana Mincu and
                  Akinori Mitani and
                  Andrea Montanari and
                  Zachary Nado and
                  Vivek Natarajan and
                  Christopher Nielson and
                  Thomas F. Osborne and
                  Rajiv Raman and
                  Kim Ramasamy and
                  Rory Sayres and
                  Jessica Schrouff and
                  Martin Seneviratne and
                  Shannon Sequeira and
                  Harini Suresh and
                  Victor Veitch and
                  Max Vladymyrov and
                  Xuezhi Wang and
                  Kellie Webster and
                  Steve Yadlowsky and
                  Taedong Yun and
                  Xiaohua Zhai and
                  D. Sculley},
  title        = {Underspecification Presents Challenges for Credibility in Modern Machine
                  Learning},
  journal      = {J. Mach. Learn. Res.},
  volume       = {23},
  pages        = {226:1--226:61},
  year         = {2022},
  url          = {https://jmlr.org/papers/v23/20-1335.html},
  timestamp    = {Wed, 11 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/DAmourHMAABCDEH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/DeodharMCKBC22,
  author       = {Meghana Deodhar and
                  Xiao Ma and
                  Yixin Cai and
                  Alex Koes and
                  Alex Beutel and
                  Jilin Chen},
  editor       = {Georgios Drakopoulos and
                  Eleanna Kafeza},
  title        = {A human-ML collaboration framework for improving video content reviews},
  booktitle    = {Proceedings of the {CIKM} 2022 Workshops co-located with 31st {ACM}
                  International Conference on Information and Knowledge Management {(CIKM}
                  2022), Atlanta, USA, October 17-21, 2022},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3318},
  publisher    = {CEUR-WS.org},
  year         = {2022},
  url          = {https://ceur-ws.org/Vol-3318/short16.pdf},
  timestamp    = {Tue, 07 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/DeodharMCKBC22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/QinZCLB022,
  author       = {Yao Qin and
                  Chiyuan Zhang and
                  Ting Chen and
                  Balaji Lakshminarayanan and
                  Alex Beutel and
                  Xuezhi Wang},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Understanding and Improving Robustness of Vision Transformers through
                  Patch-based Negative Augmentation},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/67662aa16456e0df65ab001136f92fd0-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/QinZCLB022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-13757,
  author       = {Zee Fryer and
                  Vera Axelrod and
                  Ben Packer and
                  Alex Beutel and
                  Jilin Chen and
                  Kellie Webster},
  title        = {Flexible text generation for counterfactual fairness probing},
  journal      = {CoRR},
  volume       = {abs/2206.13757},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.13757},
  doi          = {10.48550/ARXIV.2206.13757},
  eprinttype    = {arXiv},
  eprint       = {2206.13757},
  timestamp    = {Mon, 04 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-13757.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-07755,
  author       = {Flavien Prost and
                  Ben Packer and
                  Jilin Chen and
                  Li Wei and
                  Pierre Kremp and
                  Nick Blumm and
                  Susan Wang and
                  Tulsee Doshi and
                  Tonia Osadebe and
                  Lukasz Heldt and
                  Ed H. Chi and
                  Alex Beutel},
  title        = {Simpson's Paradox in Recommender Fairness: Reconciling differences
                  between per-user and aggregated evaluations},
  journal      = {CoRR},
  volume       = {abs/2210.07755},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.07755},
  doi          = {10.48550/ARXIV.2210.07755},
  eprinttype    = {arXiv},
  eprint       = {2210.07755},
  timestamp    = {Tue, 18 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-07755.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-09500,
  author       = {Meghana Deodhar and
                  Xiao Ma and
                  Yixin Cai and
                  Alex Koes and
                  Alex Beutel and
                  Jilin Chen},
  title        = {A Human-ML Collaboration Framework for Improving Video Content Reviews},
  journal      = {CoRR},
  volume       = {abs/2210.09500},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.09500},
  doi          = {10.48550/ARXIV.2210.09500},
  eprinttype    = {arXiv},
  eprint       = {2210.09500},
  timestamp    = {Tue, 07 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-09500.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-06348,
  author       = {Esther Rolf and
                  Ben Packer and
                  Alex Beutel and
                  Fernando Diaz},
  title        = {Striving for data-model efficiency: Identifying data externalities
                  on group performance},
  journal      = {CoRR},
  volume       = {abs/2211.06348},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.06348},
  doi          = {10.48550/ARXIV.2211.06348},
  eprinttype    = {arXiv},
  eprint       = {2211.06348},
  timestamp    = {Mon, 03 Mar 2025 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-06348.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/ProstABKPW0CCB21,
  author       = {Flavien Prost and
                  Pranjal Awasthi and
                  Nick Blumm and
                  Aditee Kumthekar and
                  Trevor Potter and
                  Li Wei and
                  Xuezhi Wang and
                  Ed H. Chi and
                  Jilin Chen and
                  Alex Beutel},
  editor       = {Marion Fourcade and
                  Benjamin Kuipers and
                  Seth Lazar and
                  Deirdre K. Mulligan},
  title        = {Measuring Model Fairness under Noisy Covariates: {A} Theoretical Perspective},
  booktitle    = {{AIES} '21: {AAAI/ACM} Conference on AI, Ethics, and Society, Virtual
                  Event, USA, May 19-21, 2021},
  pages        = {873--883},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3461702.3462603},
  doi          = {10.1145/3461702.3462603},
  timestamp    = {Mon, 02 Aug 2021 11:56:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aies/ProstABKPW0CCB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/Balashankar0PTC21,
  author       = {Ananth Balashankar and
                  Xuezhi Wang and
                  Ben Packer and
                  Nithum Thain and
                  Ed H. Chi and
                  Alex Beutel},
  editor       = {Marie{-}Francine Moens and
                  Xuanjing Huang and
                  Lucia Specia and
                  Scott Wen{-}tau Yih},
  title        = {Can We Improve Model Robustness through Secondary Attribute Counterfactuals?},
  booktitle    = {Proceedings of the 2021 Conference on Empirical Methods in Natural
                  Language Processing, {EMNLP} 2021, Virtual Event / Punta Cana, Dominican
                  Republic, 7-11 November, 2021},
  pages        = {4701--4712},
  publisher    = {Association for Computational Linguistics},
  year         = {2021},
  url          = {https://doi.org/10.18653/v1/2021.emnlp-main.386},
  doi          = {10.18653/V1/2021.EMNLP-MAIN.386},
  timestamp    = {Fri, 16 Feb 2024 08:27:36 +0100},
  biburl       = {https://dblp.org/rec/conf/emnlp/Balashankar0PTC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/AwasthiBKM021,
  author       = {Pranjal Awasthi and
                  Alex Beutel and
                  Matth{\"{a}}us Kleindessner and
                  Jamie Morgenstern and
                  Xuezhi Wang},
  editor       = {Madeleine Clare Elish and
                  William Isaac and
                  Richard S. Zemel},
  title        = {Evaluating Fairness of Machine Learning Models Under Uncertain and
                  Incomplete Information},
  booktitle    = {FAccT '21: 2021 {ACM} Conference on Fairness, Accountability, and
                  Transparency, Virtual Event / Toronto, Canada, March 3-10, 2021},
  pages        = {206--214},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3442188.3445884},
  doi          = {10.1145/3442188.3445884},
  timestamp    = {Fri, 05 May 2023 15:54:55 +0200},
  biburl       = {https://dblp.org/rec/conf/fat/AwasthiBKM021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/Wang0BPCC21,
  author       = {Yuyan Wang and
                  Xuezhi Wang and
                  Alex Beutel and
                  Flavien Prost and
                  Jilin Chen and
                  Ed H. Chi},
  editor       = {Feida Zhu and
                  Beng Chin Ooi and
                  Chunyan Miao},
  title        = {Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task
                  Learning},
  booktitle    = {{KDD} '21: The 27th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Virtual Event, Singapore, August 14-18, 2021},
  pages        = {1748--1757},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3447548.3467326},
  doi          = {10.1145/3447548.3467326},
  timestamp    = {Mon, 16 Aug 2021 16:18:31 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/Wang0BPCC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/QinWBC21,
  author       = {Yao Qin and
                  Xuezhi Wang and
                  Alex Beutel and
                  Ed H. Chi},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Improving Calibration through the Relationship with Adversarial Robustness},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {14358--14369},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/78421a2e0e1168e5cd1b7a8d23773ce6-Abstract.html},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/QinWBC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/0002TSPCCB21,
  author       = {Xuezhi Wang and
                  Nithum Thain and
                  Anu Sinha and
                  Flavien Prost and
                  Ed H. Chi and
                  Jilin Chen and
                  Alex Beutel},
  editor       = {Liane Lewin{-}Eytan and
                  David Carmel and
                  Elad Yom{-}Tov and
                  Eugene Agichtein and
                  Evgeniy Gabrilovich},
  title        = {Practical Compositional Fairness: Understanding Fairness in Multi-Component
                  Recommender Systems},
  booktitle    = {{WSDM} '21, The Fourteenth {ACM} International Conference on Web Search
                  and Data Mining, Virtual Event, Israel, March 8-12, 2021},
  pages        = {436--444},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3437963.3441732},
  doi          = {10.1145/3437963.3441732},
  timestamp    = {Wed, 07 Apr 2021 15:49:26 +0200},
  biburl       = {https://dblp.org/rec/conf/wsdm/0002TSPCCB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/BalashankarBS21,
  author       = {Ananth Balashankar and
                  Alex Beutel and
                  Lakshminarayanan Subramanian},
  editor       = {Liane Lewin{-}Eytan and
                  David Carmel and
                  Elad Yom{-}Tov and
                  Eugene Agichtein and
                  Evgeniy Gabrilovich},
  title        = {Enhancing Neural Recommender Models through Domain-Specific Concordance},
  booktitle    = {{WSDM} '21, The Fourteenth {ACM} International Conference on Web Search
                  and Data Mining, Virtual Event, Israel, March 8-12, 2021},
  pages        = {1002--1010},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3437963.3441784},
  doi          = {10.1145/3437963.3441784},
  timestamp    = {Wed, 07 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/wsdm/BalashankarBS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/ZhanCLOMBBCC21,
  author       = {Ruohan Zhan and
                  Konstantina Christakopoulou and
                  Ya Le and
                  Jayden Ooi and
                  Martin Mladenov and
                  Alex Beutel and
                  Craig Boutilier and
                  Ed H. Chi and
                  Minmin Chen},
  editor       = {Jure Leskovec and
                  Marko Grobelnik and
                  Marc Najork and
                  Jie Tang and
                  Leila Zia},
  title        = {Towards Content Provider Aware Recommender Systems: {A} Simulation
                  Study on the Interplay between User and Provider Utilities},
  booktitle    = {{WWW} '21: The Web Conference 2021, Virtual Event / Ljubljana, Slovenia,
                  April 19-23, 2021},
  pages        = {3872--3883},
  publisher    = {{ACM} / {IW3C2}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3442381.3449889},
  doi          = {10.1145/3442381.3449889},
  timestamp    = {Sun, 19 Jan 2025 13:10:03 +0100},
  biburl       = {https://dblp.org/rec/conf/www/ZhanCLOMBBCC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-04526,
  author       = {Sirui Yao and
                  Yoni Halpern and
                  Nithum Thain and
                  Xuezhi Wang and
                  Kang Lee and
                  Flavien Prost and
                  Ed H. Chi and
                  Jilin Chen and
                  Alex Beutel},
  title        = {Measuring Recommender System Effects with Simulated Users},
  journal      = {CoRR},
  volume       = {abs/2101.04526},
  year         = {2021},
  url          = {https://arxiv.org/abs/2101.04526},
  eprinttype    = {arXiv},
  eprint       = {2101.04526},
  timestamp    = {Fri, 22 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2101-04526.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-08410,
  author       = {Pranjal Awasthi and
                  Alex Beutel and
                  Matth{\"{a}}us Kleindessner and
                  Jamie Morgenstern and
                  Xuezhi Wang},
  title        = {Evaluating Fairness of Machine Learning Models Under Uncertain and
                  Incomplete Information},
  journal      = {CoRR},
  volume       = {abs/2102.08410},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.08410},
  eprinttype    = {arXiv},
  eprint       = {2102.08410},
  timestamp    = {Fri, 19 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-08410.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-02377,
  author       = {Ruohan Zhan and
                  Konstantina Christakopoulou and
                  Ya Le and
                  Jayden Ooi and
                  Martin Mladenov and
                  Alex Beutel and
                  Craig Boutilier and
                  Ed H. Chi and
                  Minmin Chen},
  title        = {Towards Content Provider Aware Recommender Systems: {A} Simulation
                  Study on the Interplay between User and Provider Utilities},
  journal      = {CoRR},
  volume       = {abs/2105.02377},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.02377},
  eprinttype    = {arXiv},
  eprint       = {2105.02377},
  timestamp    = {Wed, 12 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-02377.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-09985,
  author       = {Flavien Prost and
                  Pranjal Awasthi and
                  Nick Blumm and
                  Aditee Kumthekar and
                  Trevor Potter and
                  Li Wei and
                  Xuezhi Wang and
                  Ed H. Chi and
                  Jilin Chen and
                  Alex Beutel},
  title        = {Measuring Model Fairness under Noisy Covariates: {A} Theoretical Perspective},
  journal      = {CoRR},
  volume       = {abs/2105.09985},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.09985},
  eprinttype    = {arXiv},
  eprint       = {2105.09985},
  timestamp    = {Mon, 31 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-09985.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-02705,
  author       = {Yuyan Wang and
                  Xuezhi Wang and
                  Alex Beutel and
                  Flavien Prost and
                  Jilin Chen and
                  Ed H. Chi},
  title        = {Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2106.02705},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.02705},
  eprinttype    = {arXiv},
  eprint       = {2106.02705},
  timestamp    = {Thu, 10 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-02705.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-07858,
  author       = {Yao Qin and
                  Chiyuan Zhang and
                  Ting Chen and
                  Balaji Lakshminarayanan and
                  Alex Beutel and
                  Xuezhi Wang},
  title        = {Understanding and Improving Robustness of Vision Transformers through
                  Patch-based Negative Augmentation},
  journal      = {CoRR},
  volume       = {abs/2110.07858},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.07858},
  eprinttype    = {arXiv},
  eprint       = {2110.07858},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-07858.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/WangWQPLCBC20,
  author       = {Tianlu Wang and
                  Xuezhi Wang and
                  Yao Qin and
                  Ben Packer and
                  Kang Li and
                  Jilin Chen and
                  Alex Beutel and
                  Ed H. Chi},
  editor       = {Bonnie Webber and
                  Trevor Cohn and
                  Yulan He and
                  Yang Liu},
  title        = {CAT-Gen: Improving Robustness in {NLP} Models via Controlled Adversarial
                  Text Generation},
  booktitle    = {Proceedings of the 2020 Conference on Empirical Methods in Natural
                  Language Processing, {EMNLP} 2020, Online, November 16-20, 2020},
  pages        = {5141--5146},
  publisher    = {Association for Computational Linguistics},
  year         = {2020},
  url          = {https://doi.org/10.18653/v1/2020.emnlp-main.417},
  doi          = {10.18653/V1/2020.EMNLP-MAIN.417},
  timestamp    = {Tue, 20 Aug 2024 07:54:43 +0200},
  biburl       = {https://dblp.org/rec/conf/emnlp/WangWQPLCBC20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LahotiBCLPT0C20,
  author       = {Preethi Lahoti and
                  Alex Beutel and
                  Jilin Chen and
                  Kang Lee and
                  Flavien Prost and
                  Nithum Thain and
                  Xuezhi Wang and
                  Ed H. Chi},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Fairness without Demographics through Adversarially Reweighted Learning},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/07fc15c9d169ee48573edd749d25945d-Abstract.html},
  timestamp    = {Fri, 22 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/LahotiBCLPT0C20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/0001ZZYYB20,
  author       = {Weinan Zhang and
                  Xiangyu Zhao and
                  Li Zhao and
                  Dawei Yin and
                  Grace Hui Yang and
                  Alex Beutel},
  editor       = {Jimmy X. Huang and
                  Yi Chang and
                  Xueqi Cheng and
                  Jaap Kamps and
                  Vanessa Murdock and
                  Ji{-}Rong Wen and
                  Yiqun Liu},
  title        = {Deep Reinforcement Learning for Information Retrieval: Fundamentals
                  and Advances},
  booktitle    = {Proceedings of the 43rd International {ACM} {SIGIR} conference on
                  research and development in Information Retrieval, {SIGIR} 2020, Virtual
                  Event, China, July 25-30, 2020},
  pages        = {2468--2471},
  publisher    = {{ACM}},
  year         = {2020},
  url          = {https://doi.org/10.1145/3397271.3401467},
  doi          = {10.1145/3397271.3401467},
  timestamp    = {Sun, 19 Jan 2025 13:11:10 +0100},
  biburl       = {https://dblp.org/rec/conf/sigir/0001ZZYYB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-13114,
  author       = {Preethi Lahoti and
                  Alex Beutel and
                  Jilin Chen and
                  Kang Lee and
                  Flavien Prost and
                  Nithum Thain and
                  Xuezhi Wang and
                  Ed H. Chi},
  title        = {Fairness without Demographics through Adversarially Reweighted Learning},
  journal      = {CoRR},
  volume       = {abs/2006.13114},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.13114},
  eprinttype    = {arXiv},
  eprint       = {2006.13114},
  timestamp    = {Wed, 01 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-13114.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-16375,
  author       = {Yao Qin and
                  Xuezhi Wang and
                  Alex Beutel and
                  Ed H. Chi},
  title        = {Improving Uncertainty Estimates through the Relationship with Adversarial
                  Robustness},
  journal      = {CoRR},
  volume       = {abs/2006.16375},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.16375},
  eprinttype    = {arXiv},
  eprint       = {2006.16375},
  timestamp    = {Tue, 12 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-16375.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-02338,
  author       = {Tianlu Wang and
                  Xuezhi Wang and
                  Yao Qin and
                  Ben Packer and
                  Kang Li and
                  Jilin Chen and
                  Alex Beutel and
                  Ed H. Chi},
  title        = {CAT-Gen: Improving Robustness in {NLP} Models via Controlled Adversarial
                  Text Generation},
  journal      = {CoRR},
  volume       = {abs/2010.02338},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.02338},
  eprinttype    = {arXiv},
  eprint       = {2010.02338},
  timestamp    = {Mon, 11 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-02338.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-06032,
  author       = {Kellie Webster and
                  Xuezhi Wang and
                  Ian Tenney and
                  Alex Beutel and
                  Emily Pitler and
                  Ellie Pavlick and
                  Jilin Chen and
                  Slav Petrov},
  title        = {Measuring and Reducing Gendered Correlations in Pre-trained Models},
  journal      = {CoRR},
  volume       = {abs/2010.06032},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.06032},
  eprinttype    = {arXiv},
  eprint       = {2010.06032},
  timestamp    = {Tue, 20 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-06032.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-03395,
  author       = {Alexander D'Amour and
                  Katherine A. Heller and
                  Dan Moldovan and
                  Ben Adlam and
                  Babak Alipanahi and
                  Alex Beutel and
                  Christina Chen and
                  Jonathan Deaton and
                  Jacob Eisenstein and
                  Matthew D. Hoffman and
                  Farhad Hormozdiari and
                  Neil Houlsby and
                  Shaobo Hou and
                  Ghassen Jerfel and
                  Alan Karthikesalingam and
                  Mario Lucic and
                  Yi{-}An Ma and
                  Cory Y. McLean and
                  Diana Mincu and
                  Akinori Mitani and
                  Andrea Montanari and
                  Zachary Nado and
                  Vivek Natarajan and
                  Christopher Nielson and
                  Thomas F. Osborne and
                  Rajiv Raman and
                  Kim Ramasamy and
                  Rory Sayres and
                  Jessica Schrouff and
                  Martin Seneviratne and
                  Shannon Sequeira and
                  Harini Suresh and
                  Victor Veitch and
                  Max Vladymyrov and
                  Xuezhi Wang and
                  Kellie Webster and
                  Steve Yadlowsky and
                  Taedong Yun and
                  Xiaohua Zhai and
                  D. Sculley},
  title        = {Underspecification Presents Challenges for Credibility in Modern Machine
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2011.03395},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.03395},
  eprinttype    = {arXiv},
  eprint       = {2011.03395},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-03395.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12501,
  author       = {Hussam Abu{-}Libdeh and
                  Deniz Altinb{\"{u}}ken and
                  Alex Beutel and
                  Ed H. Chi and
                  Lyric Doshi and
                  Tim Kraska and
                  Xiaozhou Li and
                  Andy Ly and
                  Christopher Olston},
  title        = {Learned Indexes for a Google-scale Disk-based Database},
  journal      = {CoRR},
  volume       = {abs/2012.12501},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.12501},
  eprinttype    = {arXiv},
  eprint       = {2012.12501},
  timestamp    = {Tue, 05 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-12501.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigir/OlteanuGRERLBOL19,
  author       = {Alexandra Olteanu and
                  Jean Garcia{-}Gathright and
                  Maarten de Rijke and
                  Michael D. Ekstrand and
                  Adam Roegiest and
                  Aldo Lipani and
                  Alex Beutel and
                  Ana Lucic and
                  Ana{-}Andreea Stoica and
                  Anubrata Das and
                  Asia Biega and
                  Bart Voorn and
                  Claudia Hauff and
                  Damiano Spina and
                  David D. Lewis and
                  Douglas W. Oard and
                  Emine Yilmaz and
                  Faegheh Hasibi and
                  Gabriella Kazai and
                  Graham McDonald and
                  Hinda Haned and
                  Iadh Ounis and
                  Ilse van der Linden and
                  Joris Baan and
                  Kamuela N. Lau and
                  Krisztian Balog and
                  Mahmoud F. Sayed and
                  Maria Panteli and
                  Mark Sanderson and
                  Matthew Lease and
                  Preethi Lahoti and
                  Toshihiro Kamishima},
  title        = {{FACTS-IR:} fairness, accountability, confidentiality, transparency,
                  and safety in information retrieval},
  journal      = {{SIGIR} Forum},
  volume       = {53},
  number       = {2},
  pages        = {20--43},
  year         = {2019},
  url          = {https://doi.org/10.1145/3458553.3458556},
  doi          = {10.1145/3458553.3458556},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sigir/OlteanuGRERLBOL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/GargPLTCB19,
  author       = {Sahaj Garg and
                  Vincent Perot and
                  Nicole Limtiaco and
                  Ankur Taly and
                  Ed H. Chi and
                  Alex Beutel},
  editor       = {Vincent Conitzer and
                  Gillian K. Hadfield and
                  Shannon Vallor},
  title        = {Counterfactual Fairness in Text Classification through Robustness},
  booktitle    = {Proceedings of the 2019 {AAAI/ACM} Conference on AI, Ethics, and Society,
                  {AIES} 2019, Honolulu, HI, USA, January 27-28, 2019},
  pages        = {219--226},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3306618.3317950},
  doi          = {10.1145/3306618.3317950},
  timestamp    = {Thu, 11 Jul 2019 09:23:07 +0200},
  biburl       = {https://dblp.org/rec/conf/aies/GargPLTCB19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/BeutelCDQWLKBC19,
  author       = {Alex Beutel and
                  Jilin Chen and
                  Tulsee Doshi and
                  Hai Qian and
                  Allison Woodruff and
                  Christine Luu and
                  Pierre Kreitmann and
                  Jonathan Bischof and
                  Ed H. Chi},
  editor       = {Vincent Conitzer and
                  Gillian K. Hadfield and
                  Shannon Vallor},
  title        = {Putting Fairness Principles into Practice: Challenges, Metrics, and
                  Improvements},
  booktitle    = {Proceedings of the 2019 {AAAI/ACM} Conference on AI, Ethics, and Society,
                  {AIES} 2019, Honolulu, HI, USA, January 27-28, 2019},
  pages        = {453--459},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3306618.3314234},
  doi          = {10.1145/3306618.3314234},
  timestamp    = {Thu, 11 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aies/BeutelCDQWLKBC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidr/KraskaABCKLMMN19,
  author       = {Tim Kraska and
                  Mohammad Alizadeh and
                  Alex Beutel and
                  Ed H. Chi and
                  Ani Kristo and
                  Guillaume Leclerc and
                  Samuel Madden and
                  Hongzi Mao and
                  Vikram Nathan},
  title        = {SageDB: {A} Learned Database System},
  booktitle    = {9th Biennial Conference on Innovative Data Systems Research, {CIDR}
                  2019, Asilomar, CA, USA, January 13-16, 2019, Online Proceedings},
  publisher    = {www.cidrdb.org},
  year         = {2019},
  url          = {http://cidrdb.org/cidr2019/papers/p117-kraska-cidr19.pdf},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cidr/KraskaABCKLMMN19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BeutelCDQWWHZHC19,
  author       = {Alex Beutel and
                  Jilin Chen and
                  Tulsee Doshi and
                  Hai Qian and
                  Li Wei and
                  Yi Wu and
                  Lukasz Heldt and
                  Zhe Zhao and
                  Lichan Hong and
                  Ed H. Chi and
                  Cristos Goodrow},
  editor       = {Ankur Teredesai and
                  Vipin Kumar and
                  Ying Li and
                  R{\'{o}}mer Rosales and
                  Evimaria Terzi and
                  George Karypis},
  title        = {Fairness in Recommendation Ranking through Pairwise Comparisons},
  booktitle    = {Proceedings of the 25th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery {\&} Data Mining, {KDD} 2019, Anchorage, AK,
                  USA, August 4-8, 2019},
  pages        = {2212--2220},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3292500.3330745},
  doi          = {10.1145/3292500.3330745},
  timestamp    = {Tue, 20 Aug 2024 07:54:44 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/BeutelCDQWWHZHC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/ChenBCJBC19,
  author       = {Minmin Chen and
                  Alex Beutel and
                  Paul Covington and
                  Sagar Jain and
                  Francois Belletti and
                  Ed H. Chi},
  editor       = {J. Shane Culpepper and
                  Alistair Moffat and
                  Paul N. Bennett and
                  Kristina Lerman},
  title        = {Top-K Off-Policy Correction for a {REINFORCE} Recommender System},
  booktitle    = {Proceedings of the Twelfth {ACM} International Conference on Web Search
                  and Data Mining, {WSDM} 2019, Melbourne, VIC, Australia, February
                  11-15, 2019},
  pages        = {456--464},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3289600.3290999},
  doi          = {10.1145/3289600.3290999},
  timestamp    = {Sat, 30 May 2020 20:02:29 +0200},
  biburl       = {https://dblp.org/rec/conf/wsdm/ChenBCJBC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/TangBJCBXC19,
  author       = {Jiaxi Tang and
                  Francois Belletti and
                  Sagar Jain and
                  Minmin Chen and
                  Alex Beutel and
                  Can Xu and
                  Ed H. Chi},
  editor       = {Ling Liu and
                  Ryen W. White and
                  Amin Mantrach and
                  Fabrizio Silvestri and
                  Julian J. McAuley and
                  Ricardo Baeza{-}Yates and
                  Leila Zia},
  title        = {Towards Neural Mixture Recommender for Long Range Dependent User Sequences},
  booktitle    = {The World Wide Web Conference, {WWW} 2019, San Francisco, CA, USA,
                  May 13-17, 2019},
  pages        = {1782--1793},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3308558.3313650},
  doi          = {10.1145/3308558.3313650},
  timestamp    = {Sun, 22 Sep 2019 18:12:47 +0200},
  biburl       = {https://dblp.org/rec/conf/www/TangBJCBXC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-04562,
  author       = {Alex Beutel and
                  Jilin Chen and
                  Tulsee Doshi and
                  Hai Qian and
                  Allison Woodruff and
                  Christine Luu and
                  Pierre Kreitmann and
                  Jonathan Bischof and
                  Ed H. Chi},
  title        = {Putting Fairness Principles into Practice: Challenges, Metrics, and
                  Improvements},
  journal      = {CoRR},
  volume       = {abs/1901.04562},
  year         = {2019},
  url          = {http://arxiv.org/abs/1901.04562},
  eprinttype    = {arXiv},
  eprint       = {1901.04562},
  timestamp    = {Fri, 01 Feb 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1901-04562.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-08588,
  author       = {Jiaxi Tang and
                  Francois Belletti and
                  Sagar Jain and
                  Minmin Chen and
                  Alex Beutel and
                  Can Xu and
                  Ed H. Chi},
  title        = {Towards Neural Mixture Recommender for Long Range Dependent User Sequences},
  journal      = {CoRR},
  volume       = {abs/1902.08588},
  year         = {2019},
  url          = {http://arxiv.org/abs/1902.08588},
  eprinttype    = {arXiv},
  eprint       = {1902.08588},
  timestamp    = {Tue, 21 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1902-08588.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-00780,
  author       = {Alex Beutel and
                  Jilin Chen and
                  Tulsee Doshi and
                  Hai Qian and
                  Li Wei and
                  Yi Wu and
                  Lukasz Heldt and
                  Zhe Zhao and
                  Lichan Hong and
                  Ed H. Chi and
                  Cristos Goodrow},
  title        = {Fairness in Recommendation Ranking through Pairwise Comparisons},
  journal      = {CoRR},
  volume       = {abs/1903.00780},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.00780},
  eprinttype    = {arXiv},
  eprint       = {1903.00780},
  timestamp    = {Sun, 26 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-00780.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-09688,
  author       = {Candice Schumann and
                  Xuezhi Wang and
                  Alex Beutel and
                  Jilin Chen and
                  Hai Qian and
                  Ed H. Chi},
  title        = {Transfer of Machine Learning Fairness across Domains},
  journal      = {CoRR},
  volume       = {abs/1906.09688},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.09688},
  eprinttype    = {arXiv},
  eprint       = {1906.09688},
  timestamp    = {Mon, 08 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-09688.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-11779,
  author       = {Flavien Prost and
                  Hai Qian and
                  Qiuwen Chen and
                  Ed H. Chi and
                  Jilin Chen and
                  Alex Beutel},
  title        = {Toward a better trade-off between performance and fairness with kernel-based
                  distribution matching},
  journal      = {CoRR},
  volume       = {abs/1910.11779},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.11779},
  eprinttype    = {arXiv},
  eprint       = {1910.11779},
  timestamp    = {Thu, 31 Oct 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-11779.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-01916,
  author       = {Xuezhi Wang and
                  Nithum Thain and
                  Anu Sinha and
                  Ed H. Chi and
                  Jilin Chen and
                  Alex Beutel},
  title        = {Practical Compositional Fairness: Understanding Fairness in Multi-Task
                  {ML} Systems},
  journal      = {CoRR},
  volume       = {abs/1911.01916},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.01916},
  eprinttype    = {arXiv},
  eprint       = {1911.01916},
  timestamp    = {Mon, 11 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-01916.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/BellettiBJC18,
  author       = {Francois Belletti and
                  Alex Beutel and
                  Sagar Jain and
                  Ed Huai{-}hsin Chi},
  editor       = {Amos J. Storkey and
                  Fernando P{\'{e}}rez{-}Cruz},
  title        = {Factorized Recurrent Neural Architectures for Longer Range Dependence},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
                  Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {84},
  pages        = {1522--1530},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v84/belletti18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:22 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/BellettiBJC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/Christakopoulou18,
  author       = {Konstantina Christakopoulou and
                  Alex Beutel and
                  Rui Li and
                  Sagar Jain and
                  Ed H. Chi},
  editor       = {Yike Guo and
                  Faisal Farooq},
  title        = {Q{\&}R: {A} Two-Stage Approach toward Interactive Recommendation},
  booktitle    = {Proceedings of the 24th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery {\&} Data Mining, {KDD} 2018, London, UK,
                  August 19-23, 2018},
  pages        = {139--148},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3219819.3219894},
  doi          = {10.1145/3219819.3219894},
  timestamp    = {Wed, 13 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/Christakopoulou18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recsys/ZhaoCCJBBC18,
  author       = {Qian Zhao and
                  Jilin Chen and
                  Minmin Chen and
                  Sagar Jain and
                  Alex Beutel and
                  Francois Belletti and
                  Ed H. Chi},
  editor       = {Sole Pera and
                  Michael D. Ekstrand and
                  Xavier Amatriain and
                  John O'Donovan},
  title        = {Categorical-attributes-based item classification for recommender systems},
  booktitle    = {Proceedings of the 12th {ACM} Conference on Recommender Systems, RecSys
                  2018, Vancouver, BC, Canada, October 2-7, 2018},
  pages        = {320--328},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3240323.3240367},
  doi          = {10.1145/3240323.3240367},
  timestamp    = {Wed, 21 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/recsys/ZhaoCCJBBC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/KraskaBCDP18,
  author       = {Tim Kraska and
                  Alex Beutel and
                  Ed H. Chi and
                  Jeffrey Dean and
                  Neoklis Polyzotis},
  editor       = {Gautam Das and
                  Christopher M. Jermaine and
                  Philip A. Bernstein},
  title        = {The Case for Learned Index Structures},
  booktitle    = {Proceedings of the 2018 International Conference on Management of
                  Data, {SIGMOD} Conference 2018, Houston, TX, USA, June 10-15, 2018},
  pages        = {489--504},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3183713.3196909},
  doi          = {10.1145/3183713.3196909},
  timestamp    = {Wed, 21 Nov 2018 12:44:08 +0100},
  biburl       = {https://dblp.org/rec/conf/sigmod/KraskaBCDP18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/BeutelCJXLGC18,
  author       = {Alex Beutel and
                  Paul Covington and
                  Sagar Jain and
                  Can Xu and
                  Jia Li and
                  Vince Gatto and
                  Ed H. Chi},
  editor       = {Yi Chang and
                  Chengxiang Zhai and
                  Yan Liu and
                  Yoelle Maarek},
  title        = {Latent Cross: Making Use of Context in Recurrent Recommender Systems},
  booktitle    = {Proceedings of the Eleventh {ACM} International Conference on Web
                  Search and Data Mining, {WSDM} 2018, Marina Del Rey, CA, USA, February
                  5-9, 2018},
  pages        = {46--54},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3159652.3159727},
  doi          = {10.1145/3159652.3159727},
  timestamp    = {Thu, 13 Aug 2020 18:13:38 +0200},
  biburl       = {https://dblp.org/rec/conf/wsdm/BeutelCJXLGC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/snam/PapalexakisBS18,
  author       = {Evangelos E. Papalexakis and
                  Alex Beutel and
                  Peter Steenkiste},
  editor       = {Reda Alhajj and
                  Jon G. Rokne},
  title        = {Network Anomaly Detection Using Co-clustering},
  booktitle    = {Encyclopedia of Social Network Analysis and Mining, 2nd Edition},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-1-4939-7131-2\_354},
  doi          = {10.1007/978-1-4939-7131-2\_354},
  timestamp    = {Sun, 06 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/reference/snam/PapalexakisBS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-10610,
  author       = {Sahaj Garg and
                  Vincent Perot and
                  Nicole Limtiaco and
                  Ankur Taly and
                  Ed H. Chi and
                  Alex Beutel},
  title        = {Counterfactual Fairness in Text Classification through Robustness},
  journal      = {CoRR},
  volume       = {abs/1809.10610},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.10610},
  eprinttype    = {arXiv},
  eprint       = {1809.10610},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-10610.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-02353,
  author       = {Minmin Chen and
                  Alex Beutel and
                  Paul Covington and
                  Sagar Jain and
                  Francois Belletti and
                  Ed H. Chi},
  title        = {Top-K Off-Policy Correction for a {REINFORCE} Recommender System},
  journal      = {CoRR},
  volume       = {abs/1812.02353},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.02353},
  eprinttype    = {arXiv},
  eprint       = {1812.02353},
  timestamp    = {Tue, 01 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-02353.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/HooiSSBSF17,
  author       = {Bryan Hooi and
                  Kijung Shin and
                  Hyun Ah Song and
                  Alex Beutel and
                  Neil Shah and
                  Christos Faloutsos},
  title        = {Graph-Based Fraud Detection in the Face of Camouflage},
  journal      = {{ACM} Trans. Knowl. Discov. Data},
  volume       = {11},
  number       = {4},
  pages        = {44:1--44:26},
  year         = {2017},
  url          = {https://doi.org/10.1145/3056563},
  doi          = {10.1145/3056563},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tkdd/HooiSSBSF17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ShahLBF17,
  author       = {Neil Shah and
                  Hemank Lamba and
                  Alex Beutel and
                  Christos Faloutsos},
  editor       = {Vijay Raghavan and
                  Srinivas Aluru and
                  George Karypis and
                  Lucio Miele and
                  Xindong Wu},
  title        = {The Many Faces of Link Fraud},
  booktitle    = {2017 {IEEE} International Conference on Data Mining, {ICDM} 2017,
                  New Orleans, LA, USA, November 18-21, 2017},
  pages        = {1069--1074},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICDM.2017.140},
  doi          = {10.1109/ICDM.2017.140},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ShahLBF17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/WuABS17,
  author       = {Chao{-}Yuan Wu and
                  Amr Ahmed and
                  Alex Beutel and
                  Alexander J. Smola},
  title        = {Joint Training of Ratings and Reviews with Recurrent Recommender Networks},
  booktitle    = {5th International Conference on Learning Representations, {ICLR} 2017,
                  Toulon, France, April 24-26, 2017, Workshop Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2017},
  url          = {https://openreview.net/forum?id=Bkv9FyHYx},
  timestamp    = {Mon, 16 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/WuABS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/WuABSJ17,
  author       = {Chao{-}Yuan Wu and
                  Amr Ahmed and
                  Alex Beutel and
                  Alexander J. Smola and
                  How Jing},
  editor       = {Maarten de Rijke and
                  Milad Shokouhi and
                  Andrew Tomkins and
                  Min Zhang},
  title        = {Recurrent Recommender Networks},
  booktitle    = {Proceedings of the Tenth {ACM} International Conference on Web Search
                  and Data Mining, {WSDM} 2017, Cambridge, United Kingdom, February
                  6-10, 2017},
  pages        = {495--503},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3018661.3018689},
  doi          = {10.1145/3018661.3018689},
  timestamp    = {Mon, 16 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/wsdm/WuABSJ17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BeutelCCPA17,
  author       = {Alex Beutel and
                  Ed Huai{-}hsin Chi and
                  Zhiyuan Cheng and
                  Hubert Pham and
                  John R. Anderson},
  editor       = {Rick Barrett and
                  Rick Cummings and
                  Eugene Agichtein and
                  Evgeniy Gabrilovich},
  title        = {Beyond Globally Optimal: Focused Learning for Improved Recommendations},
  booktitle    = {Proceedings of the 26th International Conference on World Wide Web,
                  {WWW} 2017, Perth, Australia, April 3-7, 2017},
  pages        = {203--212},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3038912.3052713},
  doi          = {10.1145/3038912.3052713},
  timestamp    = {Tue, 17 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/BeutelCCPA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ShahLBF17,
  author       = {Neil Shah and
                  Hemank Lamba and
                  Alex Beutel and
                  Christos Faloutsos},
  title        = {{OEC:} Open-Ended Classification for Future-Proof Link-Fraud Detection},
  journal      = {CoRR},
  volume       = {abs/1704.01420},
  year         = {2017},
  url          = {http://arxiv.org/abs/1704.01420},
  eprinttype    = {arXiv},
  eprint       = {1704.01420},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ShahLBF17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BeutelCZC17,
  author       = {Alex Beutel and
                  Jilin Chen and
                  Zhe Zhao and
                  Ed H. Chi},
  title        = {Data Decisions and Theoretical Implications when Adversarially Learning
                  Fair Representations},
  journal      = {CoRR},
  volume       = {abs/1707.00075},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.00075},
  eprinttype    = {arXiv},
  eprint       = {1707.00075},
  timestamp    = {Sun, 26 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/BeutelCZC17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-01208,
  author       = {Tim Kraska and
                  Alex Beutel and
                  Ed H. Chi and
                  Jeffrey Dean and
                  Neoklis Polyzotis},
  title        = {The Case for Learned Index Structures},
  journal      = {CoRR},
  volume       = {abs/1712.01208},
  year         = {2017},
  url          = {http://arxiv.org/abs/1712.01208},
  eprinttype    = {arXiv},
  eprint       = {1712.01208},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1712-01208.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/JiangCBFY16,
  author       = {Meng Jiang and
                  Peng Cui and
                  Alex Beutel and
                  Christos Faloutsos and
                  Shiqiang Yang},
  title        = {Inferring lockstep behavior from connectivity pattern in large graphs},
  journal      = {Knowl. Inf. Syst.},
  volume       = {48},
  number       = {2},
  pages        = {399--428},
  year         = {2016},
  url          = {https://doi.org/10.1007/s10115-015-0883-y},
  doi          = {10.1007/S10115-015-0883-Y},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/kais/JiangCBFY16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/JiangCBFY16,
  author       = {Meng Jiang and
                  Peng Cui and
                  Alex Beutel and
                  Christos Faloutsos and
                  Shiqiang Yang},
  title        = {Catching Synchronized Behaviors in Large Networks: {A} Graph Mining
                  Approach},
  journal      = {{ACM} Trans. Knowl. Discov. Data},
  volume       = {10},
  number       = {4},
  pages        = {35:1--35:27},
  year         = {2016},
  url          = {https://doi.org/10.1145/2746403},
  doi          = {10.1145/2746403},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tkdd/JiangCBFY16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkde/JiangBCHYF16,
  author       = {Meng Jiang and
                  Alex Beutel and
                  Peng Cui and
                  Bryan Hooi and
                  Shiqiang Yang and
                  Christos Faloutsos},
  title        = {Spotting Suspicious Behaviors in Multimodal Data: {A} General Metric
                  and Algorithms},
  journal      = {{IEEE} Trans. Knowl. Data Eng.},
  volume       = {28},
  number       = {8},
  pages        = {2187--2200},
  year         = {2016},
  url          = {https://doi.org/10.1109/TKDE.2016.2555310},
  doi          = {10.1109/TKDE.2016.2555310},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tkde/JiangBCHYF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsas/AgarwalBM16,
  author       = {Pankaj K. Agarwal and
                  Alex Beutel and
                  Thomas M{\o}lhave},
  title        = {TerraNNI: Natural Neighbor Interpolation on 2D and 3D Grids Using
                  a {GPU}},
  journal      = {{ACM} Trans. Spatial Algorithms Syst.},
  volume       = {2},
  number       = {2},
  pages        = {7:1--7:31},
  year         = {2016},
  url          = {https://doi.org/10.1145/2786757},
  doi          = {10.1145/2786757},
  timestamp    = {Thu, 27 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tsas/AgarwalBM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ShahBHAGMKF16,
  author       = {Neil Shah and
                  Alex Beutel and
                  Bryan Hooi and
                  Leman Akoglu and
                  Stephan G{\"{u}}nnemann and
                  Disha Makhija and
                  Mohit Kumar and
                  Christos Faloutsos},
  editor       = {Carlotta Domeniconi and
                  Francesco Gullo and
                  Francesco Bonchi and
                  Josep Domingo{-}Ferrer and
                  Ricardo Baeza{-}Yates and
                  Zhi{-}Hua Zhou and
                  Xindong Wu},
  title        = {EdgeCentric: Anomaly Detection in Edge-Attributed Networks},
  booktitle    = {{IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops
                  2016, December 12-15, 2016, Barcelona, Spain},
  pages        = {327--334},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICDMW.2016.0053},
  doi          = {10.1109/ICDMW.2016.0053},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ShahBHAGMKF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/HooiSBSSF16,
  author       = {Bryan Hooi and
                  Hyun Ah Song and
                  Alex Beutel and
                  Neil Shah and
                  Kijung Shin and
                  Christos Faloutsos},
  editor       = {Balaji Krishnapuram and
                  Mohak Shah and
                  Alexander J. Smola and
                  Charu C. Aggarwal and
                  Dou Shen and
                  Rajeev Rastogi},
  title        = {{FRAUDAR:} Bounding Graph Fraud in the Face of Camouflage},
  booktitle    = {Proceedings of the 22nd {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, San Francisco, CA, USA, August
                  13-17, 2016},
  pages        = {895--904},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2939672.2939747},
  doi          = {10.1145/2939672.2939747},
  timestamp    = {Tue, 06 Nov 2018 16:59:37 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/HooiSBSSF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/HooiSBGAKMF16,
  author       = {Bryan Hooi and
                  Neil Shah and
                  Alex Beutel and
                  Stephan G{\"{u}}nnemann and
                  Leman Akoglu and
                  Mohit Kumar and
                  Disha Makhija and
                  Christos Faloutsos},
  editor       = {Sanjay Chawla Venkatasubramanian and
                  Wagner Meira Jr.},
  title        = {{BIRDNEST:} Bayesian Inference for Ratings-Fraud Detection},
  booktitle    = {Proceedings of the 2016 {SIAM} International Conference on Data Mining,
                  Miami, Florida, USA, May 5-7, 2016},
  pages        = {495--503},
  publisher    = {{SIAM}},
  year         = {2016},
  url          = {https://doi.org/10.1137/1.9781611974348.56},
  doi          = {10.1137/1.9781611974348.56},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sdm/HooiSBGAKMF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/WuBAS16,
  author       = {Chao{-}Yuan Wu and
                  Alex Beutel and
                  Amr Ahmed and
                  Alexander J. Smola},
  editor       = {Jacqueline Bourdeau and
                  Jim Hendler and
                  Roger Nkambou and
                  Ian Horrocks and
                  Ben Y. Zhao},
  title        = {Explaining Reviews and Ratings with {PACO:} Poisson Additive Co-Clustering},
  booktitle    = {Proceedings of the 25th International Conference on World Wide Web,
                  {WWW} 2016, Montreal, Canada, April 11-15, 2016, Companion Volume},
  pages        = {127--128},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2872518.2889400},
  doi          = {10.1145/2872518.2889400},
  timestamp    = {Mon, 16 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/WuBAS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccs/BeutelAF15,
  author       = {Alex Beutel and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Indrajit Ray and
                  Ninghui Li and
                  Christopher Kruegel},
  title        = {Fraud Detection through Graph-Based User Behavior Modeling},
  booktitle    = {Proceedings of the 22nd {ACM} {SIGSAC} Conference on Computer and
                  Communications Security, Denver, CO, USA, October 12-16, 2015},
  pages        = {1696--1697},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2810103.2812702},
  doi          = {10.1145/2810103.2812702},
  timestamp    = {Tue, 10 Nov 2020 19:58:09 +0100},
  biburl       = {https://dblp.org/rec/conf/ccs/BeutelAF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/JiangBCHYF15,
  author       = {Meng Jiang and
                  Alex Beutel and
                  Peng Cui and
                  Bryan Hooi and
                  Shiqiang Yang and
                  Christos Faloutsos},
  editor       = {Charu C. Aggarwal and
                  Zhi{-}Hua Zhou and
                  Alexander Tuzhilin and
                  Hui Xiong and
                  Xindong Wu},
  title        = {A General Suspiciousness Metric for Dense Blocks in Multimodal Data},
  booktitle    = {2015 {IEEE} International Conference on Data Mining, {ICDM} 2015,
                  Atlantic City, NJ, USA, November 14-17, 2015},
  pages        = {781--786},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/ICDM.2015.61},
  doi          = {10.1109/ICDM.2015.61},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/JiangBCHYF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BeutelAF15,
  author       = {Alex Beutel and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Longbing Cao and
                  Chengqi Zhang and
                  Thorsten Joachims and
                  Geoffrey I. Webb and
                  Dragos D. Margineantu and
                  Graham Williams},
  title        = {Graph-Based User Behavior Modeling: From Prediction to Fraud Detection},
  booktitle    = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
                  10-13, 2015},
  pages        = {2309--2310},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2783258.2789985},
  doi          = {10.1145/2783258.2789985},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/BeutelAF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/GiatsoglouCSBFV15,
  author       = {Maria Giatsoglou and
                  Despoina Chatzakou and
                  Neil Shah and
                  Alex Beutel and
                  Christos Faloutsos and
                  Athena Vakali},
  editor       = {Tru H. Cao and
                  Ee{-}Peng Lim and
                  Zhi{-}Hua Zhou and
                  Tu Bao Ho and
                  David Wai{-}Lok Cheung and
                  Hiroshi Motoda},
  title        = {ND-Sync: Detecting Synchronized Fraud Activities},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 19th Pacific-Asia
                  Conference, {PAKDD} 2015, Ho Chi Minh City, Vietnam, May 19-22, 2015,
                  Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9078},
  pages        = {201--214},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-18032-8\_16},
  doi          = {10.1007/978-3-319-18032-8\_16},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/GiatsoglouCSBFV15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BeutelAS15,
  author       = {Alex Beutel and
                  Amr Ahmed and
                  Alexander J. Smola},
  editor       = {Aldo Gangemi and
                  Stefano Leonardi and
                  Alessandro Panconesi},
  title        = {{ACCAMS:} Additive Co-Clustering to Approximate Matrices Succinctly},
  booktitle    = {Proceedings of the 24th International Conference on World Wide Web,
                  {WWW} 2015, Florence, Italy, May 18-22, 2015},
  pages        = {119--129},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2736277.2741091},
  doi          = {10.1145/2736277.2741091},
  timestamp    = {Mon, 16 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/BeutelAS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BeutelAS15,
  author       = {Alex Beutel and
                  Amr Ahmed and
                  Alexander J. Smola},
  title        = {{ACCAMS:} Additive Co-Clustering to Approximate Matrices Succinctly},
  journal      = {CoRR},
  volume       = {abs/1501.00199},
  year         = {2015},
  url          = {http://arxiv.org/abs/1501.00199},
  eprinttype    = {arXiv},
  eprint       = {1501.00199},
  timestamp    = {Mon, 16 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BeutelAS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ShahBHAGMKF15,
  author       = {Neil Shah and
                  Alex Beutel and
                  Bryan Hooi and
                  Leman Akoglu and
                  Stephan G{\"{u}}nnemann and
                  Disha Makhija and
                  Mohit Kumar and
                  Christos Faloutsos},
  title        = {EdgeCentric: Anomaly Detection in Edge-Attributed Networks},
  journal      = {CoRR},
  volume       = {abs/1510.05544},
  year         = {2015},
  url          = {http://arxiv.org/abs/1510.05544},
  eprinttype    = {arXiv},
  eprint       = {1510.05544},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/ShahBHAGMKF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HooiSBGAKMF15,
  author       = {Bryan Hooi and
                  Neil Shah and
                  Alex Beutel and
                  Stephan G{\"{u}}nnemann and
                  Leman Akoglu and
                  Mohit Kumar and
                  Disha Makhija and
                  Christos Faloutsos},
  title        = {{BIRDNEST:} Bayesian Inference for Ratings-Fraud Detection},
  journal      = {CoRR},
  volume       = {abs/1511.06030},
  year         = {2015},
  url          = {http://arxiv.org/abs/1511.06030},
  eprinttype    = {arXiv},
  eprint       = {1511.06030},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/HooiSBGAKMF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WuBAS15,
  author       = {Chao{-}Yuan Wu and
                  Alex Beutel and
                  Amr Ahmed and
                  Alexander J. Smola},
  title        = {Explaining reviews and ratings with {PACO:} Poisson Additive Co-Clustering},
  journal      = {CoRR},
  volume       = {abs/1512.01845},
  year         = {2015},
  url          = {http://arxiv.org/abs/1512.01845},
  eprinttype    = {arXiv},
  eprint       = {1512.01845},
  timestamp    = {Mon, 16 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/WuBAS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KumarBHX14,
  author       = {Abhimanu Kumar and
                  Alex Beutel and
                  Qirong Ho and
                  Eric P. Xing},
  title        = {Fugue: Slow-Worker-Agnostic Distributed Learning for Big Models on
                  Big Data},
  booktitle    = {Proceedings of the Seventeenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2014, Reykjavik, Iceland, April
                  22-25, 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {33},
  pages        = {531--539},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v33/kumar14.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/KumarBHX14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ShahBGF14,
  author       = {Neil Shah and
                  Alex Beutel and
                  Brian Gallagher and
                  Christos Faloutsos},
  editor       = {Ravi Kumar and
                  Hannu Toivonen and
                  Jian Pei and
                  Joshua Zhexue Huang and
                  Xindong Wu},
  title        = {Spotting Suspicious Link Behavior with fBox: An Adversarial Perspective},
  booktitle    = {2014 {IEEE} International Conference on Data Mining, {ICDM} 2014,
                  Shenzhen, China, December 14-17, 2014},
  pages        = {959--964},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/ICDM.2014.36},
  doi          = {10.1109/ICDM.2014.36},
  timestamp    = {Fri, 28 Feb 2025 17:23:41 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ShahBGF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/JiangCBFY14,
  author       = {Meng Jiang and
                  Peng Cui and
                  Alex Beutel and
                  Christos Faloutsos and
                  Shiqiang Yang},
  editor       = {Sofus A. Macskassy and
                  Claudia Perlich and
                  Jure Leskovec and
                  Wei Wang and
                  Rayid Ghani},
  title        = {CatchSync: catching synchronized behavior in large directed graphs},
  booktitle    = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
                  2014},
  pages        = {941--950},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2623330.2623632},
  doi          = {10.1145/2623330.2623632},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/JiangCBFY14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/JiangCBFY14,
  author       = {Meng Jiang and
                  Peng Cui and
                  Alex Beutel and
                  Christos Faloutsos and
                  Shiqiang Yang},
  editor       = {Vincent S. Tseng and
                  Tu Bao Ho and
                  Zhi{-}Hua Zhou and
                  Arbee L. P. Chen and
                  Hung{-}Yu Kao},
  title        = {Inferring Strange Behavior from Connectivity Pattern in Social Networks},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 18th Pacific-Asia
                  Conference, {PAKDD} 2014, Tainan, Taiwan, May 13-16, 2014. Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8443},
  pages        = {126--138},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-06608-0\_11},
  doi          = {10.1007/978-3-319-06608-0\_11},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/JiangCBFY14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/BeutelTKFPX14,
  author       = {Alex Beutel and
                  Partha Pratim Talukdar and
                  Abhimanu Kumar and
                  Christos Faloutsos and
                  Evangelos E. Papalexakis and
                  Eric P. Xing},
  editor       = {Mohammed Javeed Zaki and
                  Zoran Obradovic and
                  Pang{-}Ning Tan and
                  Arindam Banerjee and
                  Chandrika Kamath and
                  Srinivasan Parthasarathy},
  title        = {FlexiFaCT: Scalable Flexible Factorization of Coupled Tensors on Hadoop},
  booktitle    = {Proceedings of the 2014 {SIAM} International Conference on Data Mining,
                  Philadelphia, Pennsylvania, USA, April 24-26, 2014},
  pages        = {109--117},
  publisher    = {{SIAM}},
  year         = {2014},
  url          = {https://doi.org/10.1137/1.9781611973440.13},
  doi          = {10.1137/1.9781611973440.13},
  timestamp    = {Sun, 06 Oct 2024 21:13:56 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/BeutelTKFPX14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BeutelMFS14,
  author       = {Alex Beutel and
                  Kenton Murray and
                  Christos Faloutsos and
                  Alexander J. Smola},
  editor       = {Chin{-}Wan Chung and
                  Andrei Z. Broder and
                  Kyuseok Shim and
                  Torsten Suel},
  title        = {CoBaFi: collaborative bayesian filtering},
  booktitle    = {23rd International World Wide Web Conference, {WWW} '14, Seoul, Republic
                  of Korea, April 7-11, 2014},
  pages        = {97--108},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2566486.2568040},
  doi          = {10.1145/2566486.2568040},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/BeutelMFS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/JiangCBFY14,
  author       = {Meng Jiang and
                  Peng Cui and
                  Alex Beutel and
                  Christos Faloutsos and
                  Shiqiang Yang},
  editor       = {Chin{-}Wan Chung and
                  Andrei Z. Broder and
                  Kyuseok Shim and
                  Torsten Suel},
  title        = {Detecting suspicious following behavior in multimillion-node social
                  networks},
  booktitle    = {23rd International World Wide Web Conference, {WWW} '14, Seoul, Republic
                  of Korea, April 7-11, 2014, Companion Volume},
  pages        = {305--306},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2567948.2577306},
  doi          = {10.1145/2567948.2577306},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/JiangCBFY14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/snam/PapalexakisBS14,
  author       = {Evangelos E. Papalexakis and
                  Alex Beutel and
                  Peter Steenkiste},
  title        = {Network Anomaly Detection Using Co-clustering},
  booktitle    = {Encyclopedia of Social Network Analysis and Mining},
  pages        = {1054--1068},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-1-4614-6170-8\_354},
  doi          = {10.1007/978-1-4614-6170-8\_354},
  timestamp    = {Sun, 06 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/reference/snam/PapalexakisBS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ShahBGF14,
  author       = {Neil Shah and
                  Alex Beutel and
                  Brian Gallagher and
                  Christos Faloutsos},
  title        = {Spotting Suspicious Link Behavior with fBox: An Adversarial Perspective},
  journal      = {CoRR},
  volume       = {abs/1410.3915},
  year         = {2014},
  url          = {http://arxiv.org/abs/1410.3915},
  eprinttype    = {arXiv},
  eprint       = {1410.3915},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ShahBGF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BeutelXGPF13,
  author       = {Alex Beutel and
                  Wanhong Xu and
                  Venkatesan Guruswami and
                  Christopher Palow and
                  Christos Faloutsos},
  editor       = {Daniel Schwabe and
                  Virg{\'{\i}}lio A. F. Almeida and
                  Hartmut Glaser and
                  Ricardo Baeza{-}Yates and
                  Sue B. Moon},
  title        = {CopyCatch: stopping group attacks by spotting lockstep behavior in
                  social networks},
  booktitle    = {22nd International World Wide Web Conference, {WWW} '13, Rio de Janeiro,
                  Brazil, May 13-17, 2013},
  pages        = {119--130},
  publisher    = {International World Wide Web Conferences Steering Committee / {ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2488388.2488400},
  doi          = {10.1145/2488388.2488400},
  timestamp    = {Thu, 30 Jan 2025 09:01:37 +0100},
  biburl       = {https://dblp.org/rec/conf/www/BeutelXGPF13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/PapalexakisBS12,
  author       = {Evangelos E. Papalexakis and
                  Alex Beutel and
                  Peter Steenkiste},
  title        = {Network Anomaly Detection Using Co-clustering},
  booktitle    = {International Conference on Advances in Social Networks Analysis and
                  Mining, {ASONAM} 2012, Istanbul, Turkey, 26-29 August 2012},
  pages        = {403--410},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/ASONAM.2012.72},
  doi          = {10.1109/ASONAM.2012.72},
  timestamp    = {Sun, 06 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/asunam/PapalexakisBS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BeutelPRF12,
  author       = {Alex Beutel and
                  B. Aditya Prakash and
                  Roni Rosenfeld and
                  Christos Faloutsos},
  editor       = {Qiang Yang and
                  Deepak Agarwal and
                  Jian Pei},
  title        = {Interacting viruses in networks: can both survive?},
  booktitle    = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
  pages        = {426--434},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2339530.2339601},
  doi          = {10.1145/2339530.2339601},
  timestamp    = {Sat, 01 Mar 2025 10:58:19 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/BeutelPRF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/PrakashBRF12,
  author       = {B. Aditya Prakash and
                  Alex Beutel and
                  Roni Rosenfeld and
                  Christos Faloutsos},
  editor       = {Alain Mille and
                  Fabien Gandon and
                  Jacques Misselis and
                  Michael Rabinovich and
                  Steffen Staab},
  title        = {Winner takes all: competing viruses or ideas on fair-play networks},
  booktitle    = {Proceedings of the 21st World Wide Web Conference 2012, {WWW} 2012,
                  Lyon, France, April 16-20, 2012},
  pages        = {1037--1046},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2187836.2187975},
  doi          = {10.1145/2187836.2187975},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/PrakashBRF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gis/BeutelMABS11,
  author       = {Alex Beutel and
                  Thomas M{\o}lhave and
                  Pankaj K. Agarwal and
                  Arnold P. Boedihardjo and
                  James A. Shine},
  editor       = {Isabel F. Cruz and
                  Divyakant Agrawal and
                  Christian S. Jensen and
                  Eyal Ofek and
                  Egemen Tanin},
  title        = {TerraNNI: natural neighbor interpolation on a 3D grid using a {GPU}},
  booktitle    = {19th {ACM} {SIGSPATIAL} International Symposium on Advances in Geographic
                  Information Systems, {ACM-GIS} 2011, November 1-4, 2011, Chicago,
                  IL, USA, Proceedings},
  pages        = {64--74},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2093973.2093984},
  doi          = {10.1145/2093973.2093984},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gis/BeutelMABS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gis/BeutelMA10,
  author       = {Alex Beutel and
                  Thomas M{\o}lhave and
                  Pankaj K. Agarwal},
  editor       = {Divyakant Agrawal and
                  Pusheng Zhang and
                  Amr El Abbadi and
                  Mohamed F. Mokbel},
  title        = {Natural neighbor interpolation based grid {DEM} construction using
                  a {GPU}},
  booktitle    = {18th {ACM} {SIGSPATIAL} International Symposium on Advances in Geographic
                  Information Systems, {ACM-GIS} 2010, November 3-5, 2010, San Jose,
                  CA, USA, Proceedings},
  pages        = {172--181},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1869790.1869817},
  doi          = {10.1145/1869790.1869817},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gis/BeutelMA10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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