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meta-reinforcement learning

61 papers

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Also known as

META-RL MRL

Co-occurring keywords

few-shot learning (3398) task distribution (32) multi-task learning (2575) task inference (13) reinforcement learning (4352) contrastive learning (4032) representation learning (6206) policy adaptation (26) meta reinforcement learning (24) task representation (12)

Papers

Meta-Reinforcement Learning Based on Self-Supervised Task Representation Learning AAAI 2023
Transformers are Meta-Reinforcement Learners ICML 2022
Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning ICML 2022
Offline Meta-Reinforcement Learning with Online Self-Supervision ICML 2022
Meta-Learning with Self-Improving Momentum Target NIPS 2022
Meta-Reinforcement Learning with Self-Modifying Networks NIPS 2022
Distributionally Adaptive Meta Reinforcement Learning NIPS 2022
On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning NIPS 2022
DOMINO: Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning NIPS 2022
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning NIPS 2022
Hypernetworks in Meta-Reinforcement Learning CORL 2022
Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning AAAI 2021
Meta-Reinforcement Learning for Mastering Multiple Skills and Generalizing across Environments in Text-based Games ACL 2021
Improving Generalization in Meta-RL with Imaginary Tasks from Latent Dynamics Mixture NIPS 2021
Estimating Disentangled Belief about Hidden State and Hidden Task for Meta-Reinforcement Learning L4DC 2021
Meta-Reinforcement Learning by Tracking Task Non-stationarity IJCAI 2021
On the Convergence Theory of Debiased Model-Agnostic Meta-Reinforcement Learning NIPS 2021
Recomposing the Reinforcement Learning Building Blocks with Hypernetworks ICML 2021
Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices ICML 2021
Meta-Reinforcement Learning for Mastering Multiple Skills and Generalizing across Environments in Text-based Games IJCNLP 2021
Evaluating Meta-Reinforcement Learning through a HVAC Control Benchmark (Student Abstract) AAAI 2021
Enhancing Context-Based Meta-Reinforcement Learning Algorithms via An Efficient Task Encoder (Student Abstract) AAAI 2021
Exploring Parameter Space with Structured Noise for Meta-Reinforcement Learning IJCAI 2020
MELD: Meta-Reinforcement Learning from Images via Latent State Models CORL 2020
Fast Adaptation to New Environments via Policy-Dynamics Value Functions ICML 2020