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Poster
Mon 1:00 What Makes Instance Discrimination Good for Transfer Learning?
Nanxuan Zhao · Zhirong Wu · Rynson W Lau · Stephen Lin
Poster
Mon 9:00 Into the Wild with AudioScope: Unsupervised Audio-Visual Separation of On-Screen Sounds
Efthymios Tzinis · Scott Wisdom · Aren Jansen · Shawn Hershey · Tal Remez · Dan Ellis · John Hershey
Poster
Mon 9:00 Parameter Efficient Multimodal Transformers for Video Representation Learning
Sangho Lee · Youngjae Yu · Gunhee Kim · Thomas Breuel · Jan Kautz · Yale Song
Poster
Mon 9:00 Self-Supervised Policy Adaptation during Deployment
Nicklas Hansen · Rishabh Jangir · Yu Sun · Guillem AlenyĆ  · Pieter Abbeel · Alexei Efros · Lerrel Pinto · Xiaolong Wang
Poster
Mon 9:00 What Should Not Be Contrastive in Contrastive Learning
Tete Xiao · Xiaolong Wang · Alexei Efros · trevor darrell
Poster
Mon 17:00 Online Adversarial Purification based on Self-supervised Learning
Changhao Shi · Chester Holtz · Gal Mishne
Spotlight
Mon 19:55 Mathematical Reasoning via Self-supervised Skip-tree Training
Markus Rabe · Dennis Lee · Kshitij Bansal · Christian Szegedy
Poster
Tue 1:00 Prototypical Contrastive Learning of Unsupervised Representations
Junnan Li · Pan Zhou · Caiming Xiong · Steven Hoi
Poster
Tue 9:00 Data-Efficient Reinforcement Learning with Self-Predictive Representations
Max Schwarzer · Ankesh Anand · Rishab Goel · R Devon Hjelm · Aaron Courville · Philip Bachman
Poster
Tue 9:00 Self-Supervised Learning of Compressed Video Representations
Youngjae Yu · Sangho Lee · Gunhee Kim · Yale Song
Poster
Tue 9:00 Representation Learning via Invariant Causal Mechanisms
Jovana Mitrovic · Brian McWilliams · Jacob C Walker · Lars Buesing · Charles Blundell
Poster
Tue 9:00 Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis
Bingchen Liu · Yizhe Zhu · Kunpeng Song · Ahmed Elgammal