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Spotlight
Thu Jul 21 12:30 PM -- 12:35 PM (PDT) @ Hall F
Convergence of Invariant Graph Networks
In Deep Learning
Chen Cai · Yusu Wang
Spotlight
Thu Jul 21 12:35 PM -- 12:40 PM (PDT) @ Hall F
Rich Feature Construction for the Optimization-Generalization Dilemma
In Deep Learning
Jianyu Zhang · David Lopez-Paz · Léon Bottou
Spotlight
Thu Jul 21 12:40 PM -- 12:45 PM (PDT) @ Hall F
NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework
In Deep Learning
Xingcheng Yao · Yanan Zheng · Xiaocong Yang · Zhilin Yang
Spotlight
Thu Jul 21 12:45 PM -- 12:50 PM (PDT) @ Hall F
Resilient and Communication Efficient Learning for Heterogeneous Federated Systems
In Deep Learning
Zhuangdi Zhu · Junyuan Hong · Steve Drew · Jiayu Zhou
Spotlight
Thu Jul 21 12:50 PM -- 12:55 PM (PDT) @ Hall F
Augment with Care: Contrastive Learning for Combinatorial Problems
In Deep Learning
Haonan Duan · Pashootan Vaezipoor · Max Paulus · Yangjun Ruan · Chris Maddison
Spotlight
Thu Jul 21 12:55 PM -- 01:00 PM (PDT) @ Hall F
Cycle Representation Learning for Inductive Relation Prediction
In Deep Learning
Zuoyu Yan · Tengfei Ma · Liangcai Gao · Zhi Tang · Chao Chen
Spotlight
Thu Jul 21 01:00 PM -- 01:05 PM (PDT) @ Hall F
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time
In Deep Learning
Mitchell Wortsman · Gabriel Ilharco · Samir Gadre · Rebecca Roelofs · Raphael Gontijo Lopes · Ari Morcos · Hongseok Namkoong · Ali Farhadi · Yair Carmon · Simon Kornblith · Ludwig Schmidt
Oral
Thu Jul 21 01:05 PM -- 01:25 PM (PDT) @ Hall F
Do More Negative Samples Necessarily Hurt In Contrastive Learning?
In Deep Learning
Pranjal Awasthi · Nishanth Dikkala · Pritish Kamath
Spotlight
Thu Jul 21 01:25 PM -- 01:30 PM (PDT) @ Hall F
MetAug: Contrastive Learning via Meta Feature Augmentation
In Deep Learning
Jiangmeng Li · Wenwen Qiang · Changwen Zheng · Bing Su · Hui Xiong
Spotlight
Thu Jul 21 01:30 PM -- 01:35 PM (PDT) @ Hall F
Investigating Why Contrastive Learning Benefits Robustness against Label Noise
In Deep Learning
Yihao Xue · Kyle Whitecross · Baharan Mirzasoleiman
Spotlight
Thu Jul 21 01:35 PM -- 01:40 PM (PDT) @ Hall F
Contrastive Learning with Boosted Memorization
In Deep Learning
Zhihan Zhou · Jiangchao Yao · Yan-Feng Wang · Bo Han · Ya Zhang
Spotlight
Thu Jul 21 01:40 PM -- 01:45 PM (PDT) @ Hall F
Identity-Disentangled Adversarial Augmentation for Self-supervised Learning
In Deep Learning
Kaiwen Yang · Tianyi Zhou · Xinmei Tian · Dacheng Tao
Spotlight
Thu Jul 21 01:45 PM -- 01:50 PM (PDT) @ Hall F
Interventional Contrastive Learning with Meta Semantic Regularizer
In Deep Learning
Wenwen Qiang · Jiangmeng Li · Changwen Zheng · Bing Su · Hui Xiong
Spotlight
Thu Jul 21 01:50 PM -- 01:55 PM (PDT) @ Hall F
On the Surrogate Gap between Contrastive and Supervised Losses
In Deep Learning
Han Bao · Yoshihiro Nagano · Kento Nozawa
Spotlight
Thu Jul 21 01:55 PM -- 02:00 PM (PDT) @ Hall F
Exploring the Gap between Collapsed & Whitened Features in Self-Supervised Learning
In Deep Learning
Bobby He · Mete Ozay