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  1. cl-ica cl-ica Public

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

    Python 86 9

  2. 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

  3. objects-compositional-generalization objects-compositional-generalization Public

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

    Jupyter Notebook 8 1

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

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

    Jupyter Notebook 7 3

  5. 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 5

  6. objects-identifiability objects-identifiability Public

    Python 3

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