DOMINO: Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning
Yao Mu, Yuzheng Zhuang, Fei Ni, Bin Wang, Jianyu Chen, Jianye Hao, Ping Luo
2022年份
15被引次数
9顶会引用
摘要
According to the Barber and Agakov's variational lower bound [1], the mutual information I(x; y) between x and y can be bounded as follows:
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引用它的顶会 Paper9
- MetaDiffuser: Diffusion Model as Conditional Planner for Offline Meta-RLFei Ni, Jianye Hao, Yao Mu, Yifu Yuan 等ICML 2023 · 被引用 75 次
- ODE-based Recurrent Model-free Reinforcement Learning for POMDPsXuanle Zhao, Duzhen Zhang, Liyuan Han, Tielin Zhang 等NeurIPS 2023 · 被引用 18 次
- Dynamics-Aligned Latent Imagination in Contextual World Models for Zero-Shot GeneralizationFrank Röder, Jan Benad, Manfred Eppe, Pradeep Kr. BanerjeeNeurIPS 2025 · 被引用 9 次
- Skill-aware Mutual Information Optimisation for Zero-shot Generalisation in Reinforcement LearningXuehui Yu, Mhairi Dunion, Xin Li, Stefano V. AlbrechtNeurIPS 2024 · 被引用 6 次
- MetaCARD: Meta-Reinforcement Learning with Task Uncertainty Feedback via Decoupled Context-Aware Reward and Dynamics ComponentsMin Wang, Xin Li, Leiji Zhang, Mingzhong WangAAAI 2024 · 被引用 6 次
它引用的顶会 Paper3
- Context-aware Dynamics Model for Generalization in Model-Based Reinforcement LearningKimin Lee, Younggyo Seo, Seunghyun Lee, Honglak Lee 等ICML 2020 · 被引用 158 次
- Trajectory-wise Multiple Choice Learning for Dynamics Generalization in Reinforcement LearningYounggyo Seo, Kimin Lee, Ignasi Clavera Gilaberte, Thanard Kurutach 等NeurIPS 2020 · 被引用 51 次
- A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement LearningJiaxian Guo, Mingming Gong, Dacheng TaoICLR 2022 · 被引用 21 次
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