| Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning | Feb 4, 2024 | Meta Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Meta Reinforcement Learning for Strategic IoT Deployments Coverage in Disaster-Response UAV Swarms | Jan 20, 2024 | Decision MakingDisaster Response | —Unverified | 0 |
| Towards an Adaptable and Generalizable Optimization Engine in Decision and Control: A Meta Reinforcement Learning Approach | Jan 4, 2024 | Decision MakingImitation Learning | —Unverified | 0 |
| Meta Reinforcement Learning for Multi-Task Offloading in Vehicular Edge Computing | Jan 1, 2024 | Edge-computingMeta-Learning | —Unverified | 0 |
| Generalizable Task Representation Learning for Offline Meta-Reinforcement Learning with Data Limitations | Dec 26, 2023 | Contrastive LearningDecoder | CodeCode Available | 0 |
| XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX | Dec 19, 2023 | DiversityGPU | CodeCode Available | 2 |
| Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex Programming | Dec 15, 2023 | Autonomous DrivingMeta-Learning | CodeCode Available | 0 |
| Decoupling Meta-Reinforcement Learning with Gaussian Task Contexts and Skills | Dec 11, 2023 | continuous-controlContinuous Control | CodeCode Available | 0 |
| On Task-Relevant Loss Functions in Meta-Reinforcement Learning and Online LQR | Dec 9, 2023 | Meta Reinforcement Learning | —Unverified | 0 |
| Evolving Reservoirs for Meta Reinforcement Learning | Dec 9, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 2 |
| Adaptive Agents and Data Quality in Agent-Based Financial Markets | Nov 27, 2023 | Meta Reinforcement Learning | —Unverified | 0 |
| An MRL-Based Design Solution for RIS-Assisted MU-MIMO Wireless System under Time-Varying Channels | Nov 15, 2023 | Deep Reinforcement LearningMeta Reinforcement Learning | —Unverified | 0 |
| Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning | Nov 13, 2023 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| An introduction to reinforcement learning for neuroscience | Nov 13, 2023 | Deep Reinforcement LearningDistributional Reinforcement Learning | —Unverified | 0 |
| Dream to Adapt: Meta Reinforcement Learning by Latent Context Imagination and MDP Imagination | Nov 11, 2023 | Meta Reinforcement Learning | —Unverified | 0 |
| Context Shift Reduction for Offline Meta-Reinforcement Learning | Nov 7, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Hypothesis Network Planned Exploration for Rapid Meta-Reinforcement Learning Adaptation | Nov 7, 2023 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Emergence of Collective Open-Ended Exploration from Decentralized Meta-Reinforcement Learning | Nov 1, 2023 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Neurosymbolic Meta-Reinforcement Lookahead Learning Achieves Safe Self-Driving in Non-Stationary Environments | Sep 5, 2023 | Meta Reinforcement Learning | —Unverified | 0 |
| Robust Driving Policy Learning with Guided Meta Reinforcement Learning | Jul 19, 2023 | Autonomous NavigationDeep Reinforcement Learning | —Unverified | 0 |
| RL^3: Boosting Meta Reinforcement Learning via RL inside RL^2 | Jun 28, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Meta Generative Flow Networks with Personalization for Task-Specific Adaptation | Jun 16, 2023 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Simple Embodied Language Learning as a Byproduct of Meta-Reinforcement Learning | Jun 14, 2023 | Meta Reinforcement LearningNavigate | —Unverified | 0 |
| Stepsize Learning for Policy Gradient Methods in Contextual Markov Decision Processes | Jun 13, 2023 | Meta Reinforcement LearningPolicy Gradient Methods | —Unverified | 0 |
| ContraBAR: Contrastive Bayes-Adaptive Deep RL | Jun 4, 2023 | Contrastive LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Offline Meta Reinforcement Learning with In-Distribution Online Adaptation | May 31, 2023 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Doing the right thing for the right reason: Evaluating artificial moral cognition by probing cost insensitivity | May 29, 2023 | Deep Reinforcement LearningMeta Reinforcement Learning | —Unverified | 0 |
| On First-Order Meta-Reinforcement Learning with Moreau Envelopes | May 20, 2023 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Meta-Reinforcement Learning Based on Self-Supervised Task Representation Learning | Apr 29, 2023 | Meta Reinforcement LearningMuJoCo | —Unverified | 0 |
| On Context Distribution Shift in Task Representation Learning for Offline Meta RL | Apr 1, 2023 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Meta-Reinforcement Learning via Exploratory Task Clustering | Feb 15, 2023 | ClusteringMeta Reinforcement Learning | —Unverified | 0 |
| Procedural generation of meta-reinforcement learning tasks | Feb 11, 2023 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| A Survey of Meta-Reinforcement Learning | Jan 19, 2023 | Deep Reinforcement LearningMeta Reinforcement Learning | —Unverified | 0 |
| Human-Timescale Adaptation in an Open-Ended Task Space | Jan 18, 2023 | In-Context LearningMeta Reinforcement Learning | —Unverified | 0 |
| Neuro-symbolic Meta Reinforcement Learning for Trading | Jan 15, 2023 | Decision MakingMeta Reinforcement Learning | —Unverified | 0 |
| POMRL: No-Regret Learning-to-Plan with Increasing Horizons | Dec 30, 2022 | Meta Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Cognitive Level-k Meta-Learning for Safe and Pedestrian-Aware Autonomous Driving | Dec 17, 2022 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Active learning using adaptable task-based prioritisation | Dec 3, 2022 | Active LearningMeta Reinforcement Learning | —Unverified | 0 |
| Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation | Nov 20, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Contextual Transformer for Offline Meta Reinforcement Learning | Nov 15, 2022 | D4RLMeta Reinforcement Learning | —Unverified | 0 |
| BIMRL: Brain Inspired Meta Reinforcement Learning | Oct 29, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Meta-Reinforcement Learning Using Model Parameters | Oct 27, 2022 | Meta Reinforcement Learningmodel | —Unverified | 0 |
| Uncertainty-based Meta-Reinforcement Learning for Robust Radar Tracking | Oct 26, 2022 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| MetaEMS: A Meta Reinforcement Learning-based Control Framework for Building Energy Management System | Oct 23, 2022 | energy managementManagement | —Unverified | 0 |
| 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 |
| Meta Reinforcement Learning for Optimal Design of Legged Robots | Oct 6, 2022 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Distributionally Adaptive Meta Reinforcement Learning | Oct 6, 2022 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Zero-Shot Policy Transfer with Disentangled Task Representation of Meta-Reinforcement Learning | Oct 1, 2022 | DisentanglementMeta Reinforcement Learning | —Unverified | 0 |
