sample efficiency

Sample-based Distributional Policy Gradient L4DC 2022 Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization NeurIPS 2022 Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation ICLR 2022 Sample Efficient Grasp Learning Using Equivariant Models RSS 2022 Sample-Efficient Iterative Lower Bound Optimization of Deep Reactive Policies for Planning in Continuous MDPs AAAI 2022 Sample-Efficient Reinforcement Learning of Partially Observable Markov Games NeurIPS 2022 Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022 Self-Adaptive Imitation Learning: Learning Tasks with Delayed Rewards from Sub-optimal Demonstrations AAAI 2022 Skill-based Model-based Reinforcement Learning CoRL 2022 Solving Complex Manipulation Tasks with Model-Assisted Model-Free Reinforcement Learning CoRL 2022 Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation EMNLP 2022 Task-Induced Representation Learning ICLR 2022 Temporal Difference Learning for Model Predictive Control ICML 2022 Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning NeurIPS 2022 The Importance of Non-Markovianity in Maximum State Entropy Exploration ICML 2022 The Primacy Bias in Deep Reinforcement Learning ICML 2022 Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble IJCAI 2022 TRAIL: Near-Optimal Imitation Learning with Suboptimal Data ICLR 2022 Transformer with Memory Replay AAAI 2022 Understanding and mitigating the limitations of prioritized experience replay UAI 2022 Value Gradient weighted Model-Based Reinforcement Learning ICLR 2022 VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning NeurIPS 2022 When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022 When to Ask for Help: Proactive Interventions in Autonomous Reinforcement Learning NeurIPS 2022 Active Testing: Sample-Efficient Model Evaluation ICML 2021