Rethinking ValueDice: Does It Really Improve Performance?

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Rethinking ValueDice: Does It Really Improve Performance?

5 February 2022

Ziniu Li

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Papers citing "Rethinking ValueDice: Does It Really Improve Performance?"

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Title
Hierarchical Imitation Learning of Team Behavior from Heterogeneous DemonstrationsAdaptive Agents and Multi-Agent Systems (AAMAS), 2025 Sangwon Seo Vaibhav Unhelkar 215 3 0 24 Feb 2025
IDIL: Imitation Learning of Intent-Driven Expert Behavior Sangwon Seo Vaibhav Unhelkar 96 6 0 25 Apr 2024
OIL-AD: An Anomaly Detection Framework for Sequential Decision Sequences Chen Wang S. Erfani T. Alpcan Christopher Leckie OffRL 146 4 0 07 Feb 2024
Offline Imitation Learning by Controlling the Effective Planning Horizon Hee-Jun Ahn Seong-Woong Shim Byung-Jun Lee 144 0 0 18 Jan 2024
DiffAIL: Diffusion Adversarial Imitation Learning Bingzheng Wang Guoqiang Wu Teng Pang Yan Zhang Yilong Yin 174 18 0 11 Dec 2023
A Simple Solution for Offline Imitation from Observations and Examples with Possibly Incomplete TrajectoriesNeural Information Processing Systems (NeurIPS), 2023 Kai Yan Alex Schwing Yu-Xiong Wang OffRL 252 5 0 02 Nov 2023
Reward-Consistent Dynamics Models are Strongly Generalizable for Offline Reinforcement LearningInternational Conference on Learning Representations (ICLR), 2023 Fan Luo Tian Xu Xingchen Cao Yang Yu OffRL 211 13 0 09 Oct 2023
Provably Efficient Adversarial Imitation Learning with Unknown TransitionsConference on Uncertainty in Artificial Intelligence (UAI), 2023 Tian Xu Ziniu Li Yang Yu Zhimin Luo 129 11 0 11 Jun 2023
Coherent Soft Imitation LearningNeural Information Processing Systems (NeurIPS), 2023 Joe Watson Sandy H. Huang Nicholas Heess 208 16 0 25 May 2023
Replicating Complex Dialogue Policy of Humans via Offline Imitation Learning with Supervised Regularization Zhoujian Sun Chenyang Zhao Zheng-Wei Huang Nai Ding OffRL 136 2 0 06 May 2023
A Coupled Flow Approach to Imitation LearningInternational Conference on Machine Learning (ICML), 2023 G. Freund Elad Sarafian Sarit Kraus OOD 174 14 0 29 Apr 2023
Theoretical Analysis of Offline Imitation With Supplementary Dataset Ziniu Li Tian Xu Y. Yu Zhixun Luo OffRL 138 2 0 27 Jan 2023
Planning for Sample Efficient Imitation LearningNeural Information Processing Systems (NeurIPS), 2022 Zhao-Heng Yin Weirui Ye Qifeng Chen Yang Gao OffRL 193 28 0 18 Oct 2022
Understanding Adversarial Imitation Learning in Small Sample Regime: A Stage-coupled Analysis Tian Xu Ziniu Li Yang Yu Zhimin Luo 119 10 0 03 Aug 2022
LobsDICE: Offline Learning from Observation via Stationary Distribution Correction EstimationNeural Information Processing Systems (NeurIPS), 2022 Geon-hyeong Kim Jongmin Lee Youngsoo Jang Hongseok Yang Kyungmin Kim OffRL 279 23 0 28 Feb 2022