| Meta Reinforcement Learning Approach for Adaptive Resource Optimization in O-RAN | Sep 30, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Solving Truly Massive Budgeted Monotonic POMDPs with Oracle-Guided Meta-Reinforcement Learning | Aug 13, 2024 | Meta Reinforcement Learning | —Unverified | 0 |
| Importance Sampling-Guided Meta-Training for Intelligent Agents in Highly Interactive Environments | Jul 22, 2024 | Meta Reinforcement LearningNavigate | —Unverified | 0 |
| Constrained Meta Agnostic Reinforcement Learning | Jun 20, 2024 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Memory Sequence Length of Data Sampling Impacts the Adaptation of Meta-Reinforcement Learning Agents | Jun 18, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| Test-Time Regret Minimization in Meta Reinforcement Learning | Jun 4, 2024 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A CMDP-within-online framework for Meta-Safe Reinforcement Learning | May 26, 2024 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Theoretical Analysis of Meta Reinforcement Learning: Generalization Bounds and Convergence Guarantees | May 22, 2024 | Generalization BoundsMeta Reinforcement Learning | —Unverified | 0 |
| 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 |
| On the Performance of Unmanned Aerial Vehicles with MIMO VLC | May 18, 2024 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Meta Reinforcement Learning for Resource Allocation in Multi-Antenna UAV Network with Rate Splitting Multiple Access | May 18, 2024 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity | Apr 10, 2024 | Decision MakingMeta Reinforcement Learning | CodeCode Available | 0 |
| Disentangling Policy from Offline Task Representation Learning via Adversarial Data Augmentation | Mar 12, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning | Feb 25, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| Hierarchical Transformers are Efficient Meta-Reinforcement Learners | Feb 9, 2024 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Analysing the Sample Complexity of Opponent Shaping | Feb 8, 2024 | Meta Reinforcement Learning | —Unverified | 0 |
| In-context learning agents are asymmetric belief updaters | Feb 6, 2024 | counterfactualIn-Context Learning | —Unverified | 0 |
| Learning to Abstract Visuomotor Mappings using Meta-Reinforcement Learning | Feb 5, 2024 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| 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 |
| 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 |