EXPONENTIAL LOWER BOUNDS FOR BATCH REINFORCEMENT LEARNING: BATCH RL CAN BE EXPONENTIALLY HARDER THAN ONLINE RL

von ZANETTE, ANDREA
Veröffentlicht in International Conference on Machine Learning (38. : 2021 : Online) International Conference on Machine Learning (ICML 2021 ; Part 16 of 16 (2022)

Stabilizing Q-Learning with Linear Architectures for Provable Efficient Learning

von Zanette, Andrea
Veröffentlicht in International Conference on Machine Learning (39. : 2022 : Baltimore, Md.; Online) International Conference on Machine Learning (ICML 2022) ; Part 31 of 33 (2023)

Bellman Residual Orthogonalization for Offline Reinforcement Learning

von Zanette, Andrea
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 5 of 50 (2023)

Provable Benefits of Actor-Critic Methods for Offline Reinforcement Learning

von Zanette, Andrea
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 17 of 36 (2022)

ALMOST HORIZON-FREE STRUCTURE-AWARE BEST POLICY IDENTIFICATION WITH A GENERATIVE MODEL

von Zanette, Andrea
Veröffentlicht in NeurIPS (33. : 2019 : Vancouver, British Columbia) 32nd Conference on Neural Information Processing Systems (NeurIPS 2019) ; Volume 8 of 20 (2020)

Design of Experiments for Stochastic Contextual Linear Bandits

von Zanette, Andrea
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 27 of 36 (2022)

LIMITING EXTRAPOLATION IN LINEAR APPROXIMATE VALUE ITERATION

von Zanette, Andrea
Veröffentlicht in NeurIPS (33. : 2019 : Vancouver, British Columbia) 32nd Conference on Neural Information Processing Systems (NeurIPS 2019) ; Volume 8 of 20 (2020)

PROVABLY EFFICIENT REWARD-AGNOSTIC NAVIGATION WITH LINEAR VALUE ITERATION

von Zanette, Andrea
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 15 of 27 (2021)