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@MadryLab

Madry Lab

Towards a Principled Science of Deep Learning

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  1. trak trak Public

    A fast, effective data attribution method for neural networks in PyTorch

    Python 180 25

  2. robustness robustness Public

    A library for experimenting with, training and evaluating neural networks, with a focus on adversarial robustness.

    Jupyter Notebook 917 181

  3. datamodels-data datamodels-data Public

    Data for "Datamodels: Predicting Predictions with Training Data"

    Python 91 3

  4. modeldiff modeldiff Public

    ModelDiff: A Framework for Comparing Learning Algorithms

    Jupyter Notebook 53 4

  5. modelcomponents modelcomponents Public

    Decomposing and Editing Predictions by Modeling Model Computation

    Jupyter Notebook 124 6

  6. context-cite context-cite Public

    Attribute (or cite) statements generated by LLMs back to in-context information.

    Jupyter Notebook 148 14

Repositories

Showing 10 of 68 repositories
  • rla Public

    Residue Level Alignment

    MadryLab/rla’s past year of commit activity
    Python 14 MIT 2 0 0 Updated Nov 21, 2024
  • trak Public

    A fast, effective data attribution method for neural networks in PyTorch

    MadryLab/trak’s past year of commit activity
    Python 180 MIT 25 5 0 Updated Nov 18, 2024
  • fast_l1 Public
    MadryLab/fast_l1’s past year of commit activity
    Jupyter Notebook 7 Apache-2.0 2 0 1 Updated Oct 18, 2024
  • context-cite Public

    Attribute (or cite) statements generated by LLMs back to in-context information.

    MadryLab/context-cite’s past year of commit activity
    Jupyter Notebook 148 MIT 14 1 0 Updated Oct 8, 2024
  • MadryLab/implementation-matters’s past year of commit activity
    Python 118 MIT 12 3 3 Updated Jul 25, 2024
  • cox Public

    A lightweight experimental logging library

    MadryLab/cox’s past year of commit activity
    Python 50 MIT 5 4 4 Updated Jul 25, 2024
  • modelcomponents Public

    Decomposing and Editing Predictions by Modeling Model Computation

    MadryLab/modelcomponents’s past year of commit activity
    Jupyter Notebook 124 MIT 6 0 0 Updated Jun 12, 2024
  • MadryLab/mirrorSDF’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated May 23, 2024
  • D3M Public

    Debiasing Through Data Attribution

    MadryLab/D3M’s past year of commit activity
    Python 7 MIT 0 1 0 Updated May 23, 2024
  • MadryLab/pretraining-distribution-shift-robustness’s past year of commit activity
    Jupyter Notebook 13 0 1 0 Updated Mar 4, 2024