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Poster
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Thu 13:30
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Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression
Yihao Xue · Siddharth Joshi · Eric Gan · Pin-Yu Chen · Baharan Mirzasoleiman
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Workshop
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Which Features are Learned by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression
Yihao Xue · Siddharth Joshi · Eric Gan · Pin-Yu Chen · Baharan Mirzasoleiman
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Poster
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Thu 16:30
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Generalization Analysis for Contrastive Representation Learning
Yunwen Lei · Tianbao Yang · Yiming Ying · Ding-Xuan Zhou
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Poster
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Thu 13:30
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Model-Aware Contrastive Learning: Towards Escaping the Dilemmas
Zizheng Huang · Haoxing Chen · Ziqi Wen · Chao Zhang · Huaxiong Li · Bo Wang · Chunlin Chen
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Poster
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Wed 14:00
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Searching Large Neighborhoods for Integer Linear Programs with Contrastive Learning
Taoan Huang · Aaron Ferber · Yuandong Tian · Bistra Dilkina · Benoit Steiner
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Poster
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Tue 17:00
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Dual Propagation: Accelerating Contrastive Hebbian Learning with Dyadic Neurons
Rasmus Kjær Høier · D. Staudt · Christopher Zach
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Workshop
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Searching Large Neighborhoods for Integer Linear Programs with Contrastive Learning
Taoan Huang · Aaron Ferber · Yuandong Tian · Bistra Dilkina · Benoit Steiner
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Poster
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Tue 14:00
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Flexible Phase Dynamics for Bio-Plausible Contrastive Learning
Ezekiel Williams · Colin Bredenberg · Guillaume Lajoie
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Poster
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Tue 17:00
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Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the Least
Siddharth Joshi · Baharan Mirzasoleiman
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Poster
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Wed 14:00
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Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs
Michael Kirchhof · Enkelejda Kasneci · Seong Joon Oh
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Poster
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Wed 17:00
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Policy Contrastive Imitation Learning
Jialei Huang · Zhao-Heng Yin · Yingdong Hu · Yang Gao
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Workshop
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AdaptiveRec: Adaptively Construct Pairs for Contrastive Learning in Sequential Recommendation
Jae Heyoung Jeon · Jung Hyun Ryu · Jewoong Cho · Myungjoo Kang
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