| 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 |