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  1. U-MAE U-MAE Public

    Official Code for NeurIPS 2022 Paper: How Mask Matters: Towards Theoretical Understandings of Masked Autoencoders

    Python 56 5

  2. ARC ARC Public

    Official Code for ICLR2022 Paper: Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap

    Jupyter Notebook 28 3

  3. PKU-ML/CLIP-Help-SimCLR PKU-ML/CLIP-Help-SimCLR Public

    Official Code for ICML 2023 Paper: On the Generalization of Multi-modal Contrastive Learning

    Python 25 2

  4. PKU-ML/non_neg PKU-ML/non_neg Public

    Official Code for ICLR 2024 Paper: Non-negative Contrastive Learning

    Python 37 7

  5. PKU-ML/Message-Passing-Contrastive-Learning PKU-ML/Message-Passing-Contrastive-Learning Public

    Official Code for ICLR 2023 Paper: A Message Passing Perspective on Learning Dynamics of Contrastive Learning

    Python 11

  6. PKU-ML/Tri-factor-Contrastive-Learning PKU-ML/Tri-factor-Contrastive-Learning Public

    Official Code for NeurIPS 2023 Paper: Identifiable Contrastive Learning with Automatic Feature Importance Discovery

    Python 4