Meta Reinforcement Learning

Papers

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Showing 251–275 of 278 papers

Title	Date	Tasks	Status
FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system	Oct 28, 2024	Code GenerationHumanEval	CodeCode Available
Exchangeable Models in Meta Reinforcement Learning	Jun 12, 2020	Meta Reinforcement Learningreinforcement-learning	CodeCode Available
Evolving Inborn Knowledge For Fast Adaptation in Dynamic POMDP Problems	Apr 27, 2020	Meta Reinforcement LearningMinecraft	CodeCode Available
Entropy Regularized Task Representation Learning for Offline Meta-Reinforcement Learning	Dec 19, 2024	Meta Reinforcement LearningMuJoCo	CodeCode Available
Offline Meta Reinforcement Learning with In-Distribution Online Adaptation	May 31, 2023	Meta Reinforcement Learningreinforcement-learning	CodeCode Available
Context Meta-Reinforcement Learning via Neuromodulation	Oct 30, 2021	continuous-controlContinuous Control	CodeCode Available
On Context Distribution Shift in Task Representation Learning for Offline Meta RL	Apr 1, 2023	continuous-controlContinuous Control	CodeCode Available
RL^3: Boosting Meta Reinforcement Learning via RL inside RL^2	Jun 28, 2023	Meta Reinforcement Learningreinforcement-learning	CodeCode Available
Meta-Reinforcement Learning for Reliable Communication in THz/VLC Wireless VR Networks	Jan 29, 2021	Meta-LearningMeta Reinforcement Learning	CodeCode Available
Bayesian Meta-Reinforcement Learning with Laplace Variational Recurrent Networks	May 24, 2025	Meta Reinforcement Learningreinforcement-learning	CodeCode Available
Causal Reasoning from Meta-reinforcement Learning	Jan 23, 2019	counterfactualMeta Reinforcement Learning	CodeCode Available
Task-Aware Virtual Training: Enhancing Generalization in Meta-Reinforcement Learning for Out-of-Distribution Tasks	Feb 5, 2025	Meta Reinforcement LearningMuJoCo	CodeCode Available
Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning	Apr 4, 2022	BIG-bench Machine LearningInductive Bias	CodeCode Available
Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity	Nov 7, 2024	DiversityMeta Reinforcement Learning	CodeCode Available
Optimizing the Neural Architecture of Reinforcement Learning Agents	Nov 30, 2020	Atari GamesMeta Reinforcement Learning	CodeCode Available
Meta-Reinforcement Learning in Broad and Non-Parametric Environments	Aug 8, 2021	Meta Reinforcement Learningreinforcement-learning	CodeCode Available
Learning Task Belief Similarity with Latent Dynamics for Meta-Reinforcement Learning	Jun 24, 2025	Meta Reinforcement LearningMuJoCo	CodeCode Available
Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex Programming	Dec 15, 2023	Autonomous DrivingMeta-Learning	CodeCode Available
Sampling Attacks on Meta Reinforcement Learning: A Minimax Formulation and Complexity Analysis	Jul 29, 2022	Meta-LearningMeta Reinforcement Learning	CodeCode Available
Meta-Reinforcement Learning via Buffering Graph Signatures for Live Video Streaming Events	Oct 3, 2021	Meta-LearningMeta Reinforcement Learning	CodeCode Available
Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables	Mar 19, 2019	Deep Reinforcement LearningEfficient Exploration	CodeCode Available
learn2learn: A Library for Meta-Learning Research	Aug 27, 2020	Few-Shot LearningMeta-Learning	CodeCode Available
Disentangling Policy from Offline Task Representation Learning via Adversarial Data Augmentation	Mar 12, 2024	Contrastive LearningData Augmentation	CodeCode Available
Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning	Sep 29, 2020	Contrastive LearningMeta Reinforcement Learning	CodeCode Available
Meta Reinforcement Learning with Finite Training Tasks -- a Density Estimation Approach	Jun 21, 2022	Density EstimationDimensionality Reduction	CodeCode Available

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