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Poster
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Task-Aware Information Routing from Common Representation Space in Lifelong Learning
Prashant Bhat · Bahram Yoosefizonooz · Elahe Arani
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Poster
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Mon 7:30
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Optimizing Spca-based Continual Learning: A Theoretical Approach
Chunchun Yang · Malik Tiomoko · Zengfu Wang
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Poster
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Wed 7:30
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A view of mini-batch SGD via generating functions: conditions of convergence, phase transitions, benefit from negative momenta.
Maksim Velikanov · Denis Kuznedelev · Dmitry Yarotsky
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Poster
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The Role of Coverage in Online Reinforcement Learning
Tengyang Xie · Dylan Foster · Yu Bai · Nan Jiang · Sham Kakade
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Poster
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A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity
Hongkang Li · Meng Wang · Sijia Liu · Pin-Yu Chen
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Poster
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Tue 2:30
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Adaptive Optimization in the ∞-Width Limit
Etai Littwin · Greg Yang
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Poster
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Tue 2:30
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Fundamental limits on the robustness of image classifiers
Zheng Dai · David Gifford
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Oral
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Wed 6:30
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Statistical Efficiency of Score Matching: The View from Isoperimetry
Frederic Koehler · Alexander Heckett · Andrej Risteski
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Poster
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Safe Exploration Incurs Nearly No Additional Sample Complexity for Reward-Free RL
Ruiquan Huang · Jing Yang · Yingbin Liang
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Poster
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First Steps Toward Understanding the Extrapolation of Nonlinear Models to Unseen Domains
Kefan Dong · Tengyu Ma
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Poster
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Mon 7:30
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Computational Language Acquisition with Theory of Mind
Andy Liu · Hao Zhu · Emmy Liu · Yonatan Bisk · Graham Neubig
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Poster
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Max-Margin Works while Large Margin Fails: Generalization without Uniform Convergence
Margalit Glasgow · Colin Wei · Mary Wootters · Tengyu Ma
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