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Poster
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Tue 2:30
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Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism
Zhijian Zhuo · Yifei Wang · Jinwen Ma · Yisen Wang
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Poster
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Wed 7:30
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A Message Passing Perspective on Learning Dynamics of Contrastive Learning
Yifei Wang · Qi Zhang · Tianqi Du · Jiansheng Yang · Zhouchen Lin · Yisen Wang
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Poster
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Wed 7:30
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Rethinking the Effect of Data Augmentation in Adversarial Contrastive Learning
Rundong Luo · Yifei Wang · Yisen Wang
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Poster
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Understanding the Role of Nonlinearity in Training Dynamics of Contrastive Learning
Yuandong Tian
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Poster
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Wed 7:30
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ContraNorm: A Contrastive Learning Perspective on Oversmoothing and Beyond
Xiaojun Guo · Yifei Wang · Tianqi Du · Yisen Wang
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Poster
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A theoretical study of inductive biases in contrastive learning
Jeff Z. HaoChen · Tengyu Ma
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Workshop
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Thu 4:00
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What Contrastive Learning Learns Beyond Class-wise Features?
Xingyuming Liu · Yifei Wang · Yisen Wang
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Poster
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Wed 2:30
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On The Inadequacy of Optimizing Alignment and Uniformity in Contrastive Learning of Sentence Representations
Zhijie Nie · Richong Zhang · Yongyi Mao
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Poster
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Is a Caption Worth a Thousand Images? A Study on Representation Learning
Shibani Santurkar · Yann Dubois · Rohan Taori · Percy Liang · Tatsunori Hashimoto
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Poster
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Mon 2:30
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Multimodal Federated Learning via Contrastive Representation Ensemble
Qiying Yu · Yang Liu · Yimu Wang · Ke Xu · Jingjing Liu
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Poster
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LiftedCL: Lifting Contrastive Learning for Human-Centric Perception
Ziwei Chen · Qiang Li · Xiaofeng Wang · Wankou Yang
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Poster
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Tue 2:30
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Link Prediction with Non-Contrastive Learning
William Shiao · Zhichun Guo · Tong Zhao · Evangelos Papalexakis · Yozen Liu · Neil Shah
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