sample efficiency

Efficient and Stable Off-policy Training via Behavior-aware Evolutionary Learning CoRL 2022 Efficient Continuous Control with Double Actors and Regularized Critics AAAI 2022 Efficient learning of nonlinear prediction models with time-series privileged information NeurIPS 2022 Efficient Learning of Safe Driving Policy via Human-AI Copilot Optimization ICLR 2022 Efficient Risk-Averse Reinforcement Learning NeurIPS 2022 Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NeurIPS 2022 Equivariant Transporter Network RSS 2022 Exploration via Planning for Information about the Optimal Trajectory NeurIPS 2022 ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning ICLR 2022 Generalized Data Distribution Iteration ICML 2022 Generalizing Reinforcement Learning through Fusing Self-Supervised Learning into Intrinsic Motivation AAAI 2022 Goal Consistency: An Effective Multi-Agent Cooperative Method for Multistage Tasks IJCAI 2022 Gradient Information Matters in Policy Optimization by Back-propagating through Model ICLR 2022 Graph-Induced Transformers for Efficient Multi-Hop Question Answering EMNLP 2022 Hindsight Foresight Relabeling for Meta-Reinforcement Learning ICLR 2022 Hypernetworks in Meta-Reinforcement Learning CoRL 2022 Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation EMNLP 2022 Information Prioritization through Empowerment in Visual Model-based RL ICLR 2022 Interactively Learning Preference Constraints in Linear Bandits ICML 2022 Invariant Action Effect Model for Reinforcement Learning AAAI 2022 Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks AAAI 2022 Learning State Representations via Retracing in Reinforcement Learning ICLR 2022 Leveraging Class Abstraction for Commonsense Reinforcement Learning via Residual Policy Gradient Methods IJCAI 2022 Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare NeurIPS 2022 Making Linear MDPs Practical via Contrastive Representation Learning ICML 2022