Methods

Do Differentiable Simulators Give Better Policy Gradients? ICML 2022 Does Self-supervised Learning Really Improve Reinforcement Learning from Pixels? NeurIPS 2022 DOMINO: Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning NeurIPS 2022 Don’t Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning IJCAI 2022 DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning NeurIPS 2022 Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination NeurIPS 2022 Doubly Robust Distributionally Robust Off-Policy Evaluation and Learning ICML 2022 DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization ICLR 2022 DreamShard: Generalizable Embedding Table Placement for Recommender Systems NeurIPS 2022 DRIBO: Robust Deep Reinforcement Learning via Multi-View Information Bottleneck ICML 2022 Dropout Q-Functions for Doubly Efficient Reinforcement Learning ICLR 2022 Dynamic Dialogue Policy for Continual Reinforcement Learning COLING 2022 Dynamic Incentive Mechanism Design for COVID-19 Social Distancing AAAI 2022 Dynamic Regret of Online Markov Decision Processes ICML 2022 Dynamics-Aware Comparison of Learned Reward Functions ICLR 2022 Dynamic Sparse Training for Deep Reinforcement Learning IJCAI 2022 DynamicTOC: Persona-based Table of Contents for Consumption of Long Documents NAACL 2022 EAGER: Asking and Answering Questions for Automatic Reward Shaping in Language-guided RL NeurIPS 2022 EAT-C: Environment-Adversarial sub-Task Curriculum for Efficient Reinforcement Learning ICML 2022 Efficient Active Search for Combinatorial Optimization Problems ICLR 2022 Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NeurIPS 2022 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 Dialog Policy Learning by Reasoning with Contextual Knowledge AAAI 2022 Efficient Learning for AlphaZero via Path Consistency ICML 2022