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Oral
Wed Jul 21 10:00 PM -- 10:20 PM (KST)
Bilinear Classes: A Structural Framework for Provable Generalization in RL
In Reinforcement Learning Theory 1
Simon Du · Sham Kakade · Jason Lee · Shachar Lovett · Gaurav Mahajan · Wen Sun · Ruosong Wang
[ Paper ]
Spotlight
Wed Jul 21 10:20 PM -- 10:25 PM (KST)
Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning
In Reinforcement Learning Theory 1
Yaqi Duan · Chi Jin · Zhiyuan Li
[ Paper ]
Spotlight
Wed Jul 21 10:25 PM -- 10:30 PM (KST)
Online Policy Gradient for Model Free Learning of Linear Quadratic Regulators with √T Regret
In Reinforcement Learning Theory 1
Asaf Cassel · Tomer Koren
[ Paper ]
Spotlight
Wed Jul 21 10:30 PM -- 10:35 PM (KST)
Reward Identification in Inverse Reinforcement Learning
In Reinforcement Learning Theory 1
Kuno Kim · Shivam Garg · Kirankumar Shiragur · Stefano Ermon
[ Paper ]
Spotlight
Wed Jul 21 10:35 PM -- 10:40 PM (KST)
Online Optimization in Games via Control Theory: Connecting Regret, Passivity and Poincaré Recurrence
In Reinforcement Learning Theory 1
Yun Kuen Cheung · Georgios Piliouras
[ Paper ]
Spotlight
Wed Jul 21 10:40 PM -- 10:45 PM (KST)
Efficient Performance Bounds for Primal-Dual Reinforcement Learning from Demonstrations
In Reinforcement Learning Theory 1
Angeliki Kamoutsi · Goran Banjac · John Lygeros
[ Paper ]
Spotlight
Wed Jul 21 10:45 PM -- 10:50 PM (KST)
Robust Reinforcement Learning using Least Squares Policy Iteration with Provable Performance Guarantees
In Reinforcement Learning Theory 1
Kishan Panaganti · Dileep Kalathil
[ Paper ]
Q&A
Wed Jul 21 10:50 PM -- 10:55 PM (KST)
Q&A
In Reinforcement Learning Theory 1