Pytorch implementation of N-BEATS-S from the paper "Improving forecast stability using deep learning"

N-BEATS is a neural-network based model for univariate timeseries forecasting. N-BEATS is a ServiceNow Research project that was started at Element AI.

[NeurIPS 2024] Official implementation of the paper "Are Self-Attentions Effective for Time Series Forecasting?"

Official implementation of the paper "Forecasting Company Fundamentals"

AERCA: Root Cause Analysis of Anomalies in Multivariate Time Series through Granger Causal Discovery (ICLR 2025 Oral)

Package for TwinBooster. Enables fast and powerful zero-shot molecular property prediction.

[PVLDB 2025] TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

XGBoost for label-imbalanced data: XGBoost with weighted and focal loss functions

The best repo showing why TabPFN doesn’t work.

About model release for "Sundial: A Family of Highly Capable Time Series Foundation Models" (ICML 2025 Oral)

Influence Estimation for Gradient-Boosted Decision Trees

Supporting code for the paper "Finding Influential Training Samples for Gradient Boosted Decision Trees"

TimeCopilot: the GenAI Forecasting Agent. Built on LLMs and Time Series Foundation Models, it lets you forecast, cross-validate, and detect anomalies using multiple foundation models through a sing…

Official implementation of AAAI'22 paper "ProtGNN: Towards Self-Explaining Graph Neural Networks"

Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology

Multimodal Mixture-of-Experts VAE

SigFormer: Signature Transformer for Deep Hedging (ICAIF 2023)

KDD 2019: Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network

The repository features a range of models designed to generate probabilistic forecasts within the framework of the M6 competition and includes a comprehensive evaluation framework to assess their p…

FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting

🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库