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Poster
Thu 17:00 Extreme Memorization via Scale of Initialization
Harsh Mehta · Ashok Cutkosky · Behnam Neyshabur
Spotlight
Tue 11:30 How Does Mixup Help With Robustness and Generalization?
Linjun Zhang · Zhun Deng · Kenji Kawaguchi · Amirata Ghorbani · James Zou
Spotlight
Mon 12:25 Sharpness-aware Minimization for Efficiently Improving Generalization
Pierre Foret · Ariel Kleiner · Hossein Mobahi · Behnam Neyshabur
Poster
Wed 17:00 Fast And Slow Learning Of Recurrent Independent Mechanisms
Kanika Madan · Nan Rosemary Ke · Anirudh Goyal · Bernhard Schoelkopf · Yoshua Bengio
Poster
Mon 17:00 Robust and Generalizable Visual Representation Learning via Random Convolutions
Zhenlin Xu · Deyi Liu · Junlin Yang · Colin Raffel · Marc Niethammer
Poster
Wed 17:00 ALFWorld: Aligning Text and Embodied Environments for Interactive Learning
Mohit Shridhar · Xingdi Yuan · Marc-Alexandre Cote · Yonatan Bisk · Adam Trischler · Matthew Hausknecht
Poster
Mon 9:00 Understanding the failure modes of out-of-distribution generalization
Vaishnavh Nagarajan · Anders J Andreassen · Behnam Neyshabur
Poster
Mon 9:00 Self-Supervised Policy Adaptation during Deployment
Nicklas Hansen · Rishabh Jangir · Yu Sun · Guillem Alenyà · Pieter Abbeel · Alexei Efros · Lerrel Pinto · Xiaolong Wang
Poster
Thu 1:00 CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning
Ossama Ahmed · Frederik Träuble · Anirudh Goyal · Alexander Neitz · Manuel Wuthrich · Yoshua Bengio · Bernhard Schoelkopf · Stefan Bauer
Poster
Thu 9:00 Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds
Bogdan Georgiev · Lukas Franken · Mayukh Mukherjee
Poster
Tue 17:00 Knowledge Distillation as Semiparametric Inference
Tri Dao · Govinda Kamath · Vasilis Syrgkanis · Lester Mackey
Poster
Mon 17:00 When does preconditioning help or hurt generalization?
Shun-ichi Amari · Jimmy Ba · Roger Grosse · Xuechen Li · Atsushi Nitanda · Taiji Suzuki · Denny Wu · Ji Xu