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2310.06113
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When is Agnostic Reinforcement Learning Statistically Tractable?
Neural Information Processing Systems (NeurIPS), 2023
9 October 2023
Zeyu Jia
Gene Li
Alexander Rakhlin
Ayush Sekhari
Nathan Srebro
OffRL
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Papers citing
"When is Agnostic Reinforcement Learning Statistically Tractable?"
5 / 5 papers shown
Computational Hardness of Reinforcement Learning with Partial
q
π
q^π
q
π
-Realizability
Shayan Karimi
Xiaoqi Tan
183
0
0
24 Oct 2025
Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF
International Conference on Learning Representations (ICLR), 2024
Zhaolin Gao
Wenhao Zhan
Jonathan D. Chang
Gokul Swamy
Kianté Brantley
Jason D. Lee
Wen Sun
OffRL
511
21
0
06 Oct 2024
Random Latent Exploration for Deep Reinforcement Learning
Srinath Mahankali
Zhang-Wei Hong
Ayush Sekhari
Alexander Rakhlin
Pulkit Agrawal
722
8
0
18 Jul 2024
RL in Latent MDPs is Tractable: Online Guarantees via Off-Policy Evaluation
Jeongyeol Kwon
Shie Mannor
Constantine Caramanis
Yonathan Efroni
OffRL
446
6
0
03 Jun 2024
Agnostic Interactive Imitation Learning: New Theory and Practical Algorithms
Yichen Li
Chicheng Zhang
OffRL
395
0
0
28 Dec 2023
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