| Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning | Sep 29, 2020 | Contrastive LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| A Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud | May 31, 2022 | CPUDecision Making | CodeCode Available | 0 | 5 |
| Causal Reasoning from Meta-reinforcement Learning | Jan 23, 2019 | counterfactualMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Some Considerations on Learning to Explore via Meta-Reinforcement Learning | Mar 3, 2018 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Task-Aware Virtual Training: Enhancing Generalization in Meta-Reinforcement Learning for Out-of-Distribution Tasks | Feb 5, 2025 | Meta Reinforcement LearningMuJoCo | CodeCode Available | 0 | 5 |
| Scrutinize What We Ignore: Reining In Task Representation Shift Of Context-Based Offline Meta Reinforcement Learning | May 20, 2024 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity | Apr 10, 2024 | Decision MakingMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Sampling Attacks on Meta Reinforcement Learning: A Minimax Formulation and Complexity Analysis | Jul 29, 2022 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning | Dec 31, 2021 | Atari GamesMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Disentangling Policy from Offline Task Representation Learning via Adversarial Data Augmentation | Mar 12, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 | 5 |
| Bayesian Meta-Reinforcement Learning with Laplace Variational Recurrent Networks | May 24, 2025 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables | Mar 19, 2019 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 | 5 |
| RL^3: Boosting Meta Reinforcement Learning via RL inside RL^2 | Jun 28, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| ProMP: Proximal Meta-Policy Search | Oct 16, 2018 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Optimizing the Neural Architecture of Reinforcement Learning Agents | Nov 30, 2020 | Atari GamesMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| On Context Distribution Shift in Task Representation Learning for Offline Meta RL | Apr 1, 2023 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| On the Convergence Theory of Debiased Model-Agnostic Meta-Reinforcement Learning | Feb 12, 2020 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines | May 23, 2022 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Hindsight Foresight Relabeling for Meta-Reinforcement Learning | Sep 18, 2021 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Decoupling Meta-Reinforcement Learning with Gaussian Task Contexts and Skills | Dec 11, 2023 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| Modeling and Optimization Trade-off in Meta-learning | Oct 24, 2020 | Bilevel OptimizationMeta-Learning | CodeCode Available | 0 | 5 |
| Hierarchical Meta Reinforcement Learning for Multi-Task Environments | Jan 1, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 | 5 |
| Meta Reinforcement Learning with Task Embedding and Shared Policy | May 16, 2019 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 0 | 5 |
| Meta-Reinforcement Learning via Buffering Graph Signatures for Live Video Streaming Events | Oct 3, 2021 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Coreset-Based Task Selection for Sample-Efficient Meta-Reinforcement Learning | Feb 4, 2025 | Meta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Meta-Reinforcement Learning in Broad and Non-Parametric Environments | Aug 8, 2021 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Meta-Reinforcement Learning by Tracking Task Non-stationarity | May 18, 2021 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Meta-Q-Learning | Sep 30, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| Meta reinforcement learning as task inference | May 15, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| Meta-Reinforcement Learning for Reliable Communication in THz/VLC Wireless VR Networks | Jan 29, 2021 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Meta Reinforcement Learning with Finite Training Tasks -- a Density Estimation Approach | Jun 21, 2022 | Density EstimationDimensionality Reduction | CodeCode Available | 0 | 5 |
| FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system | Oct 28, 2024 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Gradient Estimators for Reinforcement Learning | Dec 1, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| Generalizable Task Representation Learning for Offline Meta-Reinforcement Learning with Data Limitations | Dec 26, 2023 | Contrastive LearningDecoder | CodeCode Available | 0 | 5 |
| Meta-Learning of Structured Task Distributions in Humans and Machines | Oct 5, 2020 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Context Meta-Reinforcement Learning via Neuromodulation | Oct 30, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| Exchangeable Models in Meta Reinforcement Learning | Jun 12, 2020 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex Programming | Dec 15, 2023 | Autonomous DrivingMeta-Learning | CodeCode Available | 0 | 5 |
| Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Estimators for Reinforcement Learning | Sep 23, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| Evolving Inborn Knowledge For Fast Adaptation in Dynamic POMDP Problems | Apr 27, 2020 | Meta Reinforcement LearningMinecraft | CodeCode Available | 0 | 5 |
| Entropy Regularized Task Representation Learning for Offline Meta-Reinforcement Learning | Dec 19, 2024 | Meta Reinforcement LearningMuJoCo | CodeCode Available | 0 | 5 |
| Learning Task Belief Similarity with Latent Dynamics for Meta-Reinforcement Learning | Jun 24, 2025 | Meta Reinforcement LearningMuJoCo | CodeCode Available | 0 | 5 |
| Learning to reinforcement learn | Nov 17, 2016 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 0 | 5 |
| Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity | Nov 7, 2024 | DiversityMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Concurrent Meta Reinforcement Learning | Mar 7, 2019 | Efficient ExplorationMeta-Learning | CodeCode Available | 0 | 5 |
| learn2learn: A Library for Meta-Learning Research | Aug 27, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 | 5 |
| Introducing Neuromodulation in Deep Neural Networks to Learn Adaptive Behaviours | Dec 21, 2018 | Meta Reinforcement LearningReinforcement Learning | CodeCode Available | 0 | 5 |
| Meta Policy Learning for Cold-Start Conversational Recommendation | May 24, 2022 | Conversational RecommendationMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning | Apr 4, 2022 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 0 | 5 |
| Offline Meta Reinforcement Learning with In-Distribution Online Adaptation | May 31, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
