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  1. cl-ica cl-ica Public

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

    Python 88 10

  2. objects-compositional-generalization objects-compositional-generalization Public

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

    Jupyter Notebook 13 2

  3. clip-ood clip-ood Public

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

    Python 10

  4. compositional-ood-generalization compositional-ood-generalization Public

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

    Jupyter Notebook 9 4

  5. causal-understanding-via-visualizations causal-understanding-via-visualizations Public

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

    JavaScript 8 3

  6. objects-identifiability objects-identifiability Public

    Python 5 1

Repositories

Showing 10 of 10 repositories
  • clip-ood Public

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

    brendel-group/clip-ood’s past year of commit activity
    Python 10 MIT 0 0 0 Updated Aug 26, 2024
  • objects-compositional-generalization Public

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

    brendel-group/objects-compositional-generalization’s past year of commit activity
    Jupyter Notebook 13 MIT 2 0 0 Updated Aug 26, 2024
  • cl-ica Public

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

    brendel-group/cl-ica’s past year of commit activity
    Python 88 MIT 10 2 1 Updated Jul 31, 2024
  • AnInfoNCE Public
    brendel-group/AnInfoNCE’s past year of commit activity
    Python 3 0 0 0 Updated Mar 4, 2024
  • brendel-group/objects-identifiability’s past year of commit activity
    Python 5 1 1 0 Updated Feb 20, 2024
  • imi Public

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

    brendel-group/imi’s past year of commit activity
    JavaScript 1 MIT 0 0 0 Updated Feb 13, 2024
  • brendel-group/natural_voice_assistant’s past year of commit activity
    Python 2 1 0 0 Updated Feb 6, 2024
  • compositional-ood-generalization Public

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

    brendel-group/compositional-ood-generalization’s past year of commit activity
    Jupyter Notebook 9 4 0 0 Updated Jul 25, 2023
  • content-suppresses-style Public

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

    brendel-group/content-suppresses-style’s past year of commit activity
    0 0 0 0 Updated Dec 3, 2022
  • causal-understanding-via-visualizations Public

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

    brendel-group/causal-understanding-via-visualizations’s past year of commit activity
    JavaScript 8 MIT 3 0 0 Updated Nov 19, 2021

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