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