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Poster
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Wed 16:30 |
Breaking the Sample Complexity Barrier to Regret-Optimal Model-Free Reinforcement Learning Gen Li · Laixi Shi · Yuxin Chen · Yuantao Gu · Yuejie Chi |
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Poster
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Thu 0:30 |
On the Provable Generalization of Recurrent Neural Networks Lifu Wang · Bo Shen · Bo Hu · Xing Cao |
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Poster
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Fri 8:30 |
Local Signal Adaptivity: Provable Feature Learning in Neural Networks Beyond Kernels Stefani Karp · Ezra Winston · Yuanzhi Li · Aarti Singh |
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Poster
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Wed 0:30 |
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Muhan Zhang · Pan Li · Yinglong Xia · Kai Wang · Long Jin |
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Poster
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Wed 16:30 |
Online Learning in Periodic Zero-Sum Games Tanner Fiez · Ryann Sim · Stratis Skoulakis · Georgios Piliouras · Lillian Ratliff |
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Poster
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Wed 0:30 |
Latent Equilibrium: A unified learning theory for arbitrarily fast computation with arbitrarily slow neurons Paul Haider · Benjamin Ellenberger · Laura Kriener · Jakob Jordan · Walter Senn · Mihai A. Petrovici |
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Oral
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Tue 1:00 |
An Exponential Lower Bound for Linearly Realizable MDP with Constant Suboptimality Gap Yuanhao Wang · Ruosong Wang · Sham Kakade |
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Poster
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Fri 8:30 |
Adversarial Training Helps Transfer Learning via Better Representations Zhun Deng · Linjun Zhang · Kailas Vodrahalli · Kenji Kawaguchi · James Zou |
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Poster
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Fri 8:30 |
Visual Adversarial Imitation Learning using Variational Models Rafael Rafailov · Tianhe Yu · Aravind Rajeswaran · Chelsea Finn |
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Poster
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Thu 0:30 |
Going Beyond Linear RL: Sample Efficient Neural Function Approximation Baihe Huang · Kaixuan Huang · Sham Kakade · Jason Lee · Qi Lei · Runzhe Wang · Jiaqi Yang |
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Poster
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Tue 8:30 |
Accurate Point Cloud Registration with Robust Optimal Transport Zhengyang Shen · Jean Feydy · Peirong Liu · Ariel H Curiale · Ruben San Jose Estepar · Raul San Jose Estepar · Marc Niethammer |
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Poster
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Tue 16:30 |
Nearly Horizon-Free Offline Reinforcement Learning Tongzheng Ren · Jialian Li · Bo Dai · Simon Du · Sujay Sanghavi |