Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization

14 February 2022

Papers citing "Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization"

9 / 9 papers shown

Title
Towards Empowerment Gain through Causal Structure Learning in Model-Based RL Hongye Cao Fan Feng Meng Fang Shaokang Dong Tianpei Yang Jing Huo Yang Gao 61 1 0 14 Feb 2025
Adaptive Data Exploitation in Deep Reinforcement Learning Mingqi Yuan Bo Li Xin Jin Wenjun Zeng OffRL 264 0 0 22 Jan 2025
Boosting Efficiency in Task-Agnostic Exploration through Causal Knowledge Yupei Yang Erdun Gao Shikui Tu Lei Xu CML 42 1 0 30 Jul 2024
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning Hao-ming Lin Wenhao Ding Jian Chen Laixi Shi Jiacheng Zhu Bo-wen Li Ding Zhao OffRL CML 59 0 0 15 Jul 2024
Disentangled Representations for Causal Cognition Filippo Torresan Manuel Baltieri CML 49 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 45 1 0 05 Jun 2024
Exploiting Causal Graph Priors with Posterior Sampling for Reinforcement Learning Mirco Mutti Ric De Santi Marcello Restelli Alexander Marx Giorgia Ramponi CML 30 4 0 11 Oct 2023
Factored Adaptation for Non-Stationary Reinforcement Learning Fan Feng Erdun Gao Kun Zhang Sara Magliacane CML OffRL 49 32 0 30 Mar 2022
Reward-Free Exploration for Reinforcement Learning Chi Jin A. Krishnamurthy Max Simchowitz Tiancheng Yu OffRL 112 194 0 07 Feb 2020