Repositories list

• clip-ood

  Public
  Official code for the paper "Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity?" (ICLR 2024)

  Python

  •

  MIT License

  •0•10•0•0•Updated Aug 26, 2024Aug 26, 2024

• objects-compositional-generalization

  Public
  Official code for the paper "Provable Compositional Generalization for Object-Centric Learning" (ICLR 2024, oral)

  Jupyter Notebook

  •

  MIT License

  •2•13•0•0•Updated Aug 26, 2024Aug 26, 2024

• cl-ica

  Public
  Code for the paper "Contrastive Learning Inverts the Data Generating Process".

  machine-learningcomputer-visioncontrastive-learning

  Python

  •

  MIT License

  •10•88•2•1•Updated Jul 31, 2024Jul 31, 2024

• AnInfoNCE

  Public
  Python

  •

  Other

  •0•3•0•0•Updated Mar 4, 2024Mar 4, 2024

• objects-identifiability

  Public
  Python

  •

  Other

  •1•5•1•0•Updated Feb 20, 2024Feb 20, 2024

• imi

  Public
  Official repository for the paper "Scale Alone Does not Improve Mechanistic Interpretability in Vision Models" and the IMI dataset.

  machine-learningcomputer-visiondataset+ 1xai

  JavaScript

  •

  MIT License

  •0•1•0•0•Updated Feb 13, 2024Feb 13, 2024

• natural_voice_assistant

  Public
  Python

  •1•2•0•0•Updated Feb 6, 2024Feb 6, 2024

• compositional-ood-generalization

  Public
  Official code for the paper "Compositional Generalization from First Principles" (NeurIPS 2023)

  Jupyter Notebook

  •4•8•0•0•Updated Jul 25, 2023Jul 25, 2023

• content-suppresses-style

  Public
  Official repository of the paper "Content Suppresses Style: Dimensionality Collapse in Contrastive Learning"

  0•0•0•0•Updated Dec 3, 2022Dec 3, 2022

• causal-understanding-via-visualizations

  Public
  Official repository for the paper "How Well do Feature Visualizations Support Causal Understanding of CNN Activations?".

  computer-visionxaifeature-visualization

  JavaScript

  •

  MIT License

  •3•8•0•0•Updated Nov 19, 2021Nov 19, 2021