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Oral
Thu 19:00 Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data
Colin Wei · Kendrick Shen · Yining Chen · Tengyu Ma
Spotlight
Mon 13:40 Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual Models
Zirui Wang · Yulia Tsvetkov · Orhan Firat · Yuan Cao
Oral
Wed 11:15 Learning to Reach Goals via Iterated Supervised Learning
Dibya Ghosh · Abhishek Gupta · Ashwin D Reddy · Justin Fu · Coline M Devin · Benjamin Eysenbach · Sergey Levine
Spotlight
Tue 19:35 Model-Based Visual Planning with Self-Supervised Functional Distances
Stephen Tian · Suraj Nair · Frederik Ebert · Sudeep Dasari · Benjamin Eysenbach · Chelsea Finn · Sergey Levine
Oral
Tue 4:23 Scalable Learning and MAP Inference for Nonsymmetric Determinantal Point Processes
Mike Gartrell · Insu Han · Elvis Dohmatob · Jennifer Gillenwater · Victor-Emmanuel Brunel
Spotlight
Thu 3:45 Iterative Empirical Game Solving via Single Policy Best Response
Max Smith · Thomas Anthony · Michael Wellman
Spotlight
Wed 20:20 Understanding the role of importance weighting for deep learning
Da Xu · Yuting Ye · Chuanwei Ruan
Oral
Tue 12:00 Randomized Automatic Differentiation
Deniz Oktay · Nick McGreivy · Joshua Aduol · Alex Beatson · Ryan P Adams
Oral
Tue 11:15 Learning Generalizable Visual Representations via Interactive Gameplay
Luca Weihs · Aniruddha Kembhavi · Kiana Ehsani · Sarah M Pratt · Winson Han · Alvaro Herrasti · Eric Kolve · Dustin Schwenk · Roozbeh Mottaghi · Ali Farhadi
Spotlight
Tue 5:08 Mutual Information State Intrinsic Control
Rui Zhao · Yang Gao · Pieter Abbeel · Volker Tresp · Wei Xu
Spotlight
Wed 5:15 Benefit of deep learning with non-convex noisy gradient descent: Provable excess risk bound and superiority to kernel methods
Taiji Suzuki · Akiyama Shunta
Oral
Mon 11:00 Federated Learning Based on Dynamic Regularization
Durmus Alp Emre Acar · Yue Zhao · Ramon Matas · Matthew Mattina · Paul Whatmough · Venkatesh Saligrama