On Covariate Shift of Latent Confounders in Imitation and Reinforcement
Learning

On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning

13 October 2021

Guy Tennenholtz

Gal Dalal

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Papers citing "On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning"

12 / 12 papers shown

Title
Breaking Habits: On the Role of the Advantage Function in Learning Causal State Representations Miguel Suau CML 62 0 0 13 Jun 2025
TAR: Teacher-Aligned Representations via Contrastive Learning for Quadrupedal Locomotion Amr Mousa Neil Karavis Michele Caprio Wei Pan Richard Allmendinger 103 0 0 26 Mar 2025
Mitigating Covariate Shift in Imitation Learning for Autonomous Vehicles Using Latent Space Generative World Models A. Popov Alperen Degirmenci David Wehr Shashank Hegde Ryan Oldja ... David Nistér Urs Muller Ruchi Bhargava Stan Birchfield Nikolai Smolyanskiy 151 11 0 25 Sep 2024
Benchmarks for Reinforcement Learning with Biased Offline Data and Imperfect Simulators Ori Linial Guy Tennenholtz Uri Shalit OffRL 76 1 0 30 Jun 2024
DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning Anthony Liang Guy Tennenholtz Chih-Wei Hsu Yinlam Chow Erdem Biyik Craig Boutilier OffRL 82 1 0 25 Feb 2024
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Wenhao Ding Laixi Shi Yuejie Chi Ding Zhao OOD 93 21 0 15 Jul 2023
Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding Alizée Pace Hugo Yèche Bernhard Schölkopf Gunnar Rätsch Guy Tennenholtz OffRL 62 7 0 01 Jun 2023
Chain-of-Thought Predictive Control Zhiwei Jia Vineet Thumuluri Fangchen Liu Ling-Hao Chen Zhiao Huang H. Su LM&Ro 145 20 0 03 Apr 2023
A Survey on Causal Reinforcement Learning Yan Zeng Ruichu Cai Gang Hua Libo Huang Zijian Li CML 135 30 0 10 Feb 2023
Sequence Model Imitation Learning with Unobserved Contexts Gokul Swamy Sanjiban Choudhury J. Andrew Bagnell Zhiwei Steven Wu OffRL 89 27 0 03 Aug 2022
Discriminator-Guided Model-Based Offline Imitation Learning Wenjia Zhang Haoran Xu Haoyi Niu Peng Cheng Ming Li Heming Zhang Guyue Zhou Xianyuan Zhan OffRL 96 19 0 01 Jul 2022
Planning and Learning with Adaptive Lookahead Aviv A. Rosenberg Assaf Hallak Shie Mannor Gal Chechik Gal Dalal 76 8 0 28 Jan 2022