Sequential Causal Imitation Learning with Unobserved Confounders

12 August 2022

Papers citing "Sequential Causal Imitation Learning with Unobserved Confounders"

20 / 20 papers shown

Title
Automatic Reward Shaping from Confounded Offline Data Mingxuan Li Junzhe Zhang Elias Bareinboim OffRL OnRL 33 1 0 16 May 2025
A Unifying Framework for Causal Imitation Learning with Hidden Confounders Daqian Shao Thomas Kleine Buening Marta Z. Kwiatkowska CML 71 1 0 11 Feb 2025
Using Deep Autoregressive Models as Causal Inference Engines Daniel Jiwoong Im Kevin Zhang Nakul Verma Kyunghyun Cho CML 19 1 0 27 Sep 2024
Exploring and Addressing Reward Confusion in Offline Preference Learning Xin Chen Sam Toyer Florian Shkurti OffRL 21 0 0 22 Jul 2024
Disentangled Representations for Causal Cognition Filippo Torresan Manuel Baltieri CML 39 1 0 30 Jun 2024
Fine-Grained Causal Dynamics Learning with Quantization for Improving Robustness in Reinforcement Learning Inwoo Hwang Yunhyeok Kwak Suhyung Choi Byoung-Tak Zhang Sanghack Lee 40 1 0 05 Jun 2024
DIGIC: Domain Generalizable Imitation Learning by Causal Discovery Yang Chen Yitao Liang Zhouchen Lin OOD CML 36 0 0 29 Feb 2024
Neural Causal Abstractions K. Xia Elias Bareinboim CML NAI 44 5 0 05 Jan 2024
A Conflict Resolution Dataset Derived from Argoverse-2: Analysis of the Safety and Efficiency Impacts of Autonomous Vehicles at Intersections Guopeng Li Yiru Jiao Simeon C. Calvert J.W.C. van Lint 14 1 0 26 Aug 2023
Initial State Interventions for Deconfounded Imitation Learning Samuel Pfrommer Yatong Bai Hyunin Lee Somayeh Sojoudi CML 30 2 0 29 Jul 2023
TGRL: An Algorithm for Teacher Guided Reinforcement Learning Idan Shenfeld Zhang-Wei Hong Aviv Tamar Pulkit Agrawal 27 12 0 06 Jul 2023
Causal Reinforcement Learning: A Survey Zhi-Hong Deng Jing Jiang Guodong Long Chen Zhang CML LRM 50 13 0 04 Jul 2023
Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding Alizée Pace Hugo Yèche Bernhard Schölkopf Gunnar Rätsch Guy Tennenholtz OffRL 16 6 0 01 Jun 2023
A Survey on Causal Reinforcement Learning Yan Zeng Ruichu Cai Gang Hua Libo Huang Zhifeng Hao CML 26 27 0 10 Feb 2023
Instrumental Variables in Causal Inference and Machine Learning: A Survey Anpeng Wu Kun Kuang Ruoxuan Xiong Fei Wu SyDa CML 25 6 0 12 Dec 2022
Causal Imitation Learning with Unobserved Confounders Junzhe Zhang D. Kumor Elias Bareinboim CML 37 72 0 12 Aug 2022
Sequence Model Imitation Learning with Unobserved Contexts Gokul Swamy Sanjiban Choudhury J. Andrew Bagnell Zhiwei Steven Wu OffRL 31 25 0 03 Aug 2022
A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning J. Guo Biwei Huang Dacheng Tao 15 20 0 09 Jun 2022
Causal Imitation Learning under Temporally Correlated Noise Gokul Swamy Sanjiban Choudhury J. Andrew Bagnell Zhiwei Steven Wu CML 24 29 0 02 Feb 2022
Direct Advantage Estimation Hsiao-Ru Pan Nico Gürtler Alexander Neitz Bernhard Schölkopf OffRL CML 14 11 0 13 Sep 2021