| Enhanced Meta Reinforcement Learning using Demonstrations in Sparse Reward Environments | Sep 26, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Learning from Symmetry: Meta-Reinforcement Learning with Symmetrical Behaviors and Language Instructions | Sep 21, 2022 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| On the Convergence Theory of Meta Reinforcement Learning with Personalized Policies | Sep 21, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Meta-Reinforcement Learning for Adaptive Control of Second Order Systems | Sep 19, 2022 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Designing Biological Sequences via Meta-Reinforcement Learning and Bayesian Optimization | Sep 13, 2022 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| A model-based approach to meta-Reinforcement Learning: Transformers and tree search | Aug 24, 2022 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Quantum Multi-Agent Meta Reinforcement Learning | Aug 22, 2022 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Sampling Attacks on Meta Reinforcement Learning: A Minimax Formulation and Complexity Analysis | Jul 29, 2022 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 |
| Meta Reinforcement Learning with Successor Feature Based Context | Jul 29, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks | Jul 19, 2022 | Efficient ExplorationMeta Reinforcement Learning | —Unverified | 0 |
| A Meta-Reinforcement Learning Algorithm for Causal Discovery | Jul 18, 2022 | Causal DiscoveryMeta Reinforcement Learning | CodeCode Available | 1 |
| Continual Meta-Reinforcement Learning for UAV-Aided Vehicular Wireless Networks | Jul 13, 2022 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Prompting Decision Transformer for Few-Shot Policy Generalization | Jun 27, 2022 | Few-Shot LearningInductive Bias | —Unverified | 0 |
| Fast and Optimal Adaptive Tracking Control: A Novel Meta-Reinforcement Learning via Conditional Generative Adversarial Net | Jun 24, 2022 | Meta Reinforcement Learning | —Unverified | 0 |
| Meta Reinforcement Learning with Finite Training Tasks -- a Density Estimation Approach | Jun 21, 2022 | Density EstimationDimensionality Reduction | CodeCode Available | 0 |
| 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 |
| On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning | Jun 7, 2022 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Variational Meta Reinforcement Learning for Social Robotics | Jun 7, 2022 | Meta Reinforcement LearningNavigate | —Unverified | 0 |
| A Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud | May 31, 2022 | CPUDecision Making | CodeCode Available | 0 |
| GraMeR: Graph Meta Reinforcement Learning for Multi-Objective Influence Maximization | May 30, 2022 | Computational EfficiencyMarketing | —Unverified | 0 |
| Fast Inference and Transfer of Compositional Task Structures for Few-shot Task Generalization | May 25, 2022 | Hierarchical Reinforcement LearningMeta Reinforcement Learning | —Unverified | 0 |
| Meta Policy Learning for Cold-Start Conversational Recommendation | May 24, 2022 | Conversational RecommendationMeta Reinforcement Learning | CodeCode Available | 0 |
| Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines | May 23, 2022 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 |
| Skill-based Meta-Reinforcement Learning | Apr 25, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning | Apr 4, 2022 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 0 |
| Robust Meta-Reinforcement Learning with Curriculum-Based Task Sampling | Mar 31, 2022 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Image quality assessment for machine learning tasks using meta-reinforcement learning | Mar 27, 2022 | BIG-bench Machine Learningimage-classification | CodeCode Available | 0 |
| Meta-Reinforcement Learning for the Tuning of PI Controllers: An Offline Approach | Mar 17, 2022 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Graph Meta-Reinforcement Learning for Transferable Autonomous Mobility-on-Demand | Feb 15, 2022 | Meta Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Model-Based Offline Meta-Reinforcement Learning with Regularization | Feb 7, 2022 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Meta-Reinforcement Learning with Self-Modifying Networks | Feb 4, 2022 | Deep Reinforcement LearningMeta Reinforcement Learning | —Unverified | 0 |
| A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning | Dec 31, 2021 | Atari GamesMeta Reinforcement Learning | CodeCode Available | 0 |
| RELDEC: Reinforcement Learning-Based Decoding of Moderate Length LDPC Codes | Dec 27, 2021 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Dynamic Channel Access via Meta-Reinforcement Learning | Dec 24, 2021 | channel selectionDeep Reinforcement Learning | —Unverified | 0 |
| Biased Gradient Estimate with Drastic Variance Reduction for Meta Reinforcement Learning | Dec 14, 2021 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Meta-CPR: Generalize to Unseen Large Number of Agents with Communication Pattern Recognition Module | Dec 14, 2021 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| CoMPS: Continual Meta Policy Search | Dec 8, 2021 | Continual Learningcontinuous-control | —Unverified | 0 |
| Hindsight Task Relabelling: Experience Replay for Sparse Reward Meta-RL | Dec 2, 2021 | Meta Reinforcement Learning | —Unverified | 0 |
| On the Practical Consistency of Meta-Reinforcement Learning Algorithms | Dec 1, 2021 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| MAMRL: Exploiting Multi-agent Meta Reinforcement Learning in WAN Traffic Engineering | Nov 30, 2021 | Decision MakingMeta-Learning | —Unverified | 0 |
| ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control | Nov 15, 2021 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| "Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer | Nov 8, 2021 | Few-Shot LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Learning to Cooperate with Unseen Agent via Meta-Reinforcement Learning | Nov 5, 2021 | Meta Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| AlphaD3M: Machine Learning Pipeline Synthesis | Nov 3, 2021 | AutoMLBIG-bench Machine Learning | —Unverified | 0 |
| Context Meta-Reinforcement Learning via Neuromodulation | Oct 30, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Provable Hierarchy-Based Meta-Reinforcement Learning | Oct 18, 2021 | DiversityHierarchical Reinforcement Learning | —Unverified | 0 |
| Meta-Reinforcement Learning via Buffering Graph Signatures for Live Video Streaming Events | Oct 3, 2021 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 |
| Transformers are Meta-Reinforcement Learners | Sep 29, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Introducing Symmetries to Black Box Meta Reinforcement Learning | Sep 22, 2021 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |