Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning

Type: Preprint

Publication Date: 2020-01-01

Citations: 5

DOI: https://doi.org/10.48550/arxiv.2009.13891

Locations

  • arXiv (Cornell University) - View
  • DataCite API - View

Similar Works

Action Title Year Authors
+ PDF Chat Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning 2021 Haotian Fu
Hongyao Tang
Jianye Hao
Chen Chen
Xidong Feng
Li Dong
Wulong Liu
+ Improving Context-Based Meta-Reinforcement Learning with Self-Supervised Trajectory Contrastive Learning 2021 Bernie Wang
Simon Xu
Kurt Keutzer
Yang Gao
Bichen Wu
+ Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables 2019 Kate Rakelly
Aurick Zhou
Deirdre Quillen
Chelsea Finn
Sergey Levine
+ Improved Context-Based Offline Meta-RL with Attention and Contrastive Learning. 2021 Lanqing Li
Yuanhao Huang
Dijun Luo
+ Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks 2022 Yijie Guo
Qiucheng Wu
Honglak Lee
+ PDF Chat Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks 2022 Yijie Guo
Qiucheng Wu
Honglak Lee
+ Meta Reinforcement Learning with Successor Feature Based Context 2022 Xu Han
Feng Wu
+ Meta-Q-Learning 2019 Rasool Fakoor
Pratik Chaudhari
Stefano Soatto
Alexander J. Smola
+ Meta-Q-Learning 2019 Rasool Fakoor
Pratik Chaudhari
Stefano Soatto
Alexander J. Smola
+ Provably Improved Context-Based Offline Meta-RL with Attention and Contrastive Learning 2021 Lanqing Li
Yuanhao Huang
Mingzhe Chen
Siteng Luo
Dijun Luo
Junzhou Huang
+ Enhanced Meta Reinforcement Learning using Demonstrations in Sparse Reward Environments 2022 Desik Rengarajan
Sapana Chaudhary
Jae-Won Kim
Dileep Kalathil
Srinivas Shakkottai
+ Meta-Q-Learning 2020 Rasool Fakoor
Pratik Chaudhari
Stefano Soatto
Alexander J. Smola
+ PDF Chat Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning 2024 Lanqing Li
Hai Zhang
Xinyu Zhang
Shatong Zhu
Junqiao Zhao
Pheng‐Ann Heng
+ On Context Distribution Shift in Task Representation Learning for Offline Meta RL 2023 Chenyang Zhao
Zihao Zhou
Bin Liu
+ MetaCURE: Meta Reinforcement Learning with Empowerment-Driven Exploration 2020 Jin Zhang
Jianhao Wang
Hao Hu
Tong Chen
Yingfeng Chen
Changjie Fan
Chongjie Zhang
+ Meta Reinforcement Learning with Task Embedding and Shared Policy 2019 Lin Lan
Zhenguo Li
Xiaohong Guan
Pinghui Wang
+ Meta Reinforcement Learning with Task Embedding and Shared Policy 2019 Lin Lan
Zhenguo Li
Xiaohong Guan
Pinghui Wang
+ PDF Chat Scrutinize What We Ignore: Reining Task Representation Shift In Context-Based Offline Meta Reinforcement Learning 2024 Hai Zhang
Boyuan Zheng
Anqi Guo
Tianying Ji
Pheng‐Ann Heng
Junqiao Zhao
Lanqing Li
+ PDF Chat Retrieval-Augmented Decision Transformer: External Memory for In-context RL 2024 Thomas Schmied
Fabian Paischer
Vihang Patil
Markus Hofmarcher
Razvan Pascanu
Sepp Hochreiter
+ Learning Context-aware Task Reasoning for Efficient Meta-reinforcement Learning 2020 Haozhe Wang
Jiale Zhou
Xuming He