Provable Representation Learning for Imitation with Contrastive Fourier Features

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

REPRESENTATION MATTERS: OFFLINE PRETRAINING FOR SEQUENTIAL DECISION MAKING

von YANG, MENGJIAO
Veröffentlicht in International Conference on Machine Learning (38. : 2021 : Online) International Conference on Machine Learning (ICML 2021 ; Part 15 of 16 (2022)

Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters

von Ghasemipour, Kamyar
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 24 of 50 (2023)

OFFLINE REINFORCEMENT LEARNING WITH FISHER DIVERGENCE CRITIC REGULARIZATION

von KOSTRIKOV, ILYA
Veröffentlicht in International Conference on Machine Learning (38. : 2021 : Online) International Conference on Machine Learning (ICML 2021 ; Part 8 of 16 (2022)

DUALDICE: BEHAVIOR-AGNOSTIC ESTIMATION OF DISCOUNTED STATIONARY DISTRIBUTION CORRECTIONS

von Nachum, Ofir
Veröffentlicht in NeurIPS (33. : 2019 : Vancouver, British Columbia) 32nd Conference on Neural Information Processing Systems (NeurIPS 2019) ; Volume 3 of 20 (2020)

Improving Zero-Shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions

von Mazoure, Bogdan
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 33 of 50 (2023)

Chain of Thought Imitation with Procedure Cloning

von Yang, Mengjiao (Sherry)
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 47 of 50 (2023)

Near Optimal Policy Optimization via REPS

von Pacchiano, Aldo
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 2 of 36 (2022)

OFF-POLICY EVALUATION VIA THE REGULARIZED LAGRANGIAN

von Yang, Mengjiao
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 8 of 27 (2021)

Why Should I Trust You, Bellman? the Bellman Error is a Poor Replacement for Value Error

von Fujimoto, Scott
Veröffentlicht in International Conference on Machine Learning (39. : 2022 : Baltimore, Md.; Online) International Conference on Machine Learning (ICML 2022) ; Part 9 of 33 (2023)

Oracle Inequalities for Model Selection in Offline Reinforcement Learning

von Lee, Jonathan N
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 37 of 50 (2023)

COINDICE: OFF-POLICY CONFIDENCE INTERVAL ESTIMATION

von Dai, Bo
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 12 of 27 (2021)

POLICY INFORMATION CAPACITY: INFORMATION-THEORETIC MEASURE FOR TASK COMPLEXITY IN DEEP REINFORCEMENT LEARNING

von FURUTA, HIROKI
Veröffentlicht in International Conference on Machine Learning (38. : 2021 : Online) International Conference on Machine Learning (ICML 2021 ; Part 5 of 16 (2022)

Multi-Game Decision Transformers

von Lee, Kuang-Huei
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 36 of 50 (2023)