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Poster
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Thu 9:00
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A Simple and Optimal Policy Design for Online Learning with Safety against Heavy-tailed Risk
David Simchi-Levi · Zeyu Zheng · Feng Zhu
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Poster
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Wed 14:00
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Model-based Safe Deep Reinforcement Learning via a Constrained Proximal Policy Optimization Algorithm
Ashish K Jayant · Shalabh Bhatnagar
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Poster
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LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning
Xi Chen · Ali Ghadirzadeh · Tianhe Yu · Jianhao Wang · Alex Yuan Gao · Wenzhe Li · Liang Bin · Chelsea Finn · Chongjie Zhang
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Poster
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Thu 9:00
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Factored DRO: Factored Distributionally Robust Policies for Contextual Bandits
Tong Mu · Yash Chandak · Tatsunori Hashimoto · Emma Brunskill
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Poster
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Tue 14:00
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Truly Deterministic Policy Optimization
Ehsan Saleh · Saba Ghaffari · Tim Bretl · Matthew West
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Poster
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Supported Policy Optimization for Offline Reinforcement Learning
Jialong Wu · Haixu Wu · Zihan Qiu · Jianmin Wang · Mingsheng Long
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Poster
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Wed 9:00
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Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning
Shenao Zhang
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Poster
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Thu 9:00
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Global Convergence of Direct Policy Search for State-Feedback H∞ Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential
Xingang Guo · Bin Hu
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Workshop
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Efficient Offline Policy Optimization with a Learned Model
Zichen Liu · Siyi Li · Wee Sun Lee · Shuicheng Yan · Zhongwen Xu
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Workshop
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Online Policy Optimization for Robust MDP
Jing Dong · Jingwei Li · Baoxiang Wang · Jingzhao Zhang
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Workshop
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Sat 8:35
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Is Reinforcement Learning (Not) for Natural Language Processing?: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization
Prithviraj Ammanabrolu
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Poster
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Wed 14:00
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The Surprising Effectiveness of PPO in Cooperative Multi-Agent Games
Chao Yu · Akash Velu · Eugene Vinitsky · Jiaxuan Gao · Yu Wang · Alexandre Bayen · YI WU
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