| Meta-World+: An Improved, Standardized, RL Benchmark | May 16, 2025 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 5 |
| AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers | Nov 17, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 2 |
| XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX | Dec 19, 2023 | DiversityGPU | CodeCode Available | 2 |
| Evolving Reservoirs for Meta Reinforcement Learning | Dec 9, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 2 |
| Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning | Oct 24, 2019 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 2 |
| Mind the Gap: Towards Generalizable Autonomous Penetration Testing via Domain Randomization and Meta-Reinforcement Learning | Dec 5, 2024 | Large Language ModelMeta Reinforcement Learning | CodeCode Available | 1 |
| Stable Hadamard Memory: Revitalizing Memory-Augmented Agents for Reinforcement Learning | Oct 14, 2024 | Decision MakingManagement | CodeCode Available | 1 |
| Skill-aware Mutual Information Optimisation for Generalisation in Reinforcement Learning | Jun 7, 2024 | Contrastive LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| MAMBA: an Effective World Model Approach for Meta-Reinforcement Learning | Mar 14, 2024 | Efficient ExplorationMamba | CodeCode Available | 1 |
| SplAgger: Split Aggregation for Meta-Reinforcement Learning | Mar 5, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning | Feb 4, 2024 | Meta Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Context Shift Reduction for Offline Meta-Reinforcement Learning | Nov 7, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| ContraBAR: Contrastive Bayes-Adaptive Deep RL | Jun 4, 2023 | Contrastive LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Procedural generation of meta-reinforcement learning tasks | Feb 11, 2023 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation | Nov 20, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| BIMRL: Brain Inspired Meta Reinforcement Learning | Oct 29, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Hypernetworks in Meta-Reinforcement Learning | Oct 20, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Meta-Learning with Self-Improving Momentum Target | Oct 11, 2022 | Knowledge DistillationMeta-Learning | CodeCode Available | 1 |
| Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning | Oct 9, 2022 | Decision MakingMeta Reinforcement Learning | CodeCode Available | 1 |
| Enhanced Meta Reinforcement Learning using Demonstrations in Sparse Reward Environments | Sep 26, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| A Meta-Reinforcement Learning Algorithm for Causal Discovery | Jul 18, 2022 | Causal DiscoveryMeta Reinforcement Learning | CodeCode Available | 1 |
| Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning | Jun 21, 2022 | Contrastive LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Transformers are Meta-Reinforcement Learners | Jun 14, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Graph Meta-Reinforcement Learning for Transferable Autonomous Mobility-on-Demand | Feb 15, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| "Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer | Nov 8, 2021 | Few-Shot LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Offline Meta-Reinforcement Learning with Online Self-Supervision | Jul 8, 2021 | Meta Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Unifying Gradient Estimators for Meta-Reinforcement Learning via Off-Policy Evaluation | Jun 24, 2021 | Meta Reinforcement LearningOff-policy evaluation | CodeCode Available | 1 |
| Improving Generalization in Meta-RL with Imaginary Tasks from Latent Dynamics Mixture | May 28, 2021 | Meta Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Offline Meta Reinforcement Learning -- Identifiability Challenges and Effective Data Collection Strategies | May 21, 2021 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents | Feb 4, 2021 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Policy Gradient RL Algorithms as Directed Acyclic Graphs | Dec 14, 2020 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Learning Associative Inference Using Fast Weight Memory | Nov 16, 2020 | Language ModellingMeta Reinforcement Learning | CodeCode Available | 1 |
| Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning | Oct 29, 2020 | Knowledge Base Question AnsweringMeta Reinforcement Learning | CodeCode Available | 1 |
| MELD: Meta-Reinforcement Learning from Images via Latent State Models | Oct 26, 2020 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization | Oct 2, 2020 | Meta Reinforcement LearningMetric Learning | CodeCode Available | 1 |
| Exploration in Approximate Hyper-State Space for Meta Reinforcement Learning | Oct 2, 2020 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Offline Meta-Reinforcement Learning with Advantage Weighting | Aug 13, 2020 | Machine TranslationMeta-Learning | CodeCode Available | 1 |
| Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices | Aug 6, 2020 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Offline Meta Learning of Exploration | Aug 6, 2020 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning | Aug 5, 2020 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| Learning Robust State Abstractions for Hidden-Parameter Block MDPs | Jul 14, 2020 | Generalization BoundsMeta Reinforcement Learning | CodeCode Available | 1 |
| Model-based Adversarial Meta-Reinforcement Learning | Jun 16, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| MetaCURE: Meta Reinforcement Learning with Empowerment-Driven Exploration | Jun 15, 2020 | Efficient ExplorationMeta Reinforcement Learning | CodeCode Available | 1 |
| Model-Based Meta-Reinforcement Learning for Flight with Suspended Payloads | Apr 23, 2020 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies | Jan 1, 2020 | Efficient ExplorationMeta Reinforcement Learning | CodeCode Available | 1 |
| Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning | Dec 3, 2018 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Learning to Adapt in Dynamic, Real-World Environments Through Meta-Reinforcement Learning | Mar 30, 2018 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Meta-Reinforcement Learning of Structured Exploration Strategies | Feb 20, 2018 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Diversity is All You Need: Learning Skills without a Reward Function | Feb 16, 2018 | AllDiversity | CodeCode Available | 1 |
| PixelSNAIL: An Improved Autoregressive Generative Model | Dec 28, 2017 | Density EstimationImage Generation | CodeCode Available | 1 |
