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Commits on May 21, 2025

• Resolve unsoundness caught by pytype --strict-none-binding.

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Commits on Apr 23, 2025

• Fix Sparsity Preserving DP-SGD in TF Privacy

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Commits on Mar 25, 2025

• Internal change.

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Commits on Jan 15, 2025

• Ability to specify extra features available to trained attacks.

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Commits on Nov 25, 2024

• Update sparsity preserving noise API

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Commits on Nov 22, 2024

• Replace distutils's LooseVersion with packaging's Version

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Commits on Sep 20, 2024

• Disable MLIR bridge for the test points that MLIR bridge silently fails

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Commits on Sep 3, 2024

• Clarify documentation of labels_train/test usage wrt loss_train/test.

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Commits on Aug 23, 2024

• Sparsity Preserving DP-SGD in TF Privacy [5 of 5]

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Commits on Aug 19, 2024

• Sparsity Preserving DP-SGD in TF Privacy

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Commits on Aug 14, 2024

• Automated Code Change

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Commits on Aug 12, 2024

• Sparsity Preserving DP-SGD in TF Privacy

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• Sparsity Preserving DP-SGD in TF Privacy

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Commits on Aug 8, 2024

• Sparsity Preserving DP-SGD in TF Privacy

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Commits on Aug 7, 2024

• Sparsity Preserving DP-SGD in TF Privacy

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• Sparsity Preserving DP-SGD in TF Privacy

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Commits on Jul 25, 2024

• Sparsity Preserving DP-SGD in TF Privacy [4 of 5]

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Commits on Jul 22, 2024

• Sparsity Preserving DP-SGD in TF Privacy [3 of 5]

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• Sparsity Preserving DP-SGD in TF Privacy [2 of 5]

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Commits on Jul 2, 2024

• Sparsity Preserving DP-SGD in TF Privacy [1 of 4]

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Commits on Sep 24, 2023

• Add the second set of EinsumDense utility functions for implementing fast gradient norm computation.

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Commits on Sep 20, 2023

• Improve the readability of the fast gradient clipping library.

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Commits on Sep 14, 2023

• Implement and test a registry function for `tfm.nlp.layers.PositionEmbedding`.

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Commits on Sep 13, 2023

• Add support for microbatching in the `tf.keras.layers.LayerNormalization` fast square norm function.

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Commits on Sep 11, 2023

• Implement and test a registry function for `tfm.nlp.layers.OnDeviceEmbedding`.

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• Add the first set of EinsumDense utility functions for implementing fast gradient norm computation.

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Commits on Sep 6, 2023

• Ensures types remain consistent.

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Commits on Aug 30, 2023

• Implement and test a registry function for `tf.keras.layers.LayerNormalization`.

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Commits on Aug 28, 2023

• Generalize the testing API to support input Tensors of dimension >1,

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Commits on Jul 24, 2023

• Modify fast clipping logic to support computation on TPUs.

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Commits on Jul 11, 2023

• COPYBARA_INTEGRATE_REVIEW=https://github.com/tensorflow/privacy/pull/489 from mhaghifam:dp-second-order-optimization 024904810a8f130d554cc3f04713d5562ccfe5df

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Commits on Jul 5, 2023

• Re-organize files and simplify test names.

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• Update LICENSE rules for TF Privacy to the new API.

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Commits on May 15, 2023

• Add additional tests and checks on the passed loss function.

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Commits on Apr 25, 2023

• Use better group privacy bound in computing user level privacy [TF Privacy]

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