Deep RL

Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination NeurIPS 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 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 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 Efficient local planning with linear function approximation ALT 2022 Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation NeurIPS 2022 Efficient Model-based Multi-agent Reinforcement Learning via Optimistic Equilibrium Computation ICML 2022 Efficient Reinforcement Learning in Block MDPs: A Model-free Representation Learning approach ICML 2022 Efficient Reinforcement Learning with Prior Causal Knowledge CLeaR 2022 Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NeurIPS 2022 Efficient (Soft) Q-Learning for Text Generation with Limited Good Data EMNLP 2022 Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning ACL 2022 End-to-End Trajectory Distribution Prediction Based on Occupancy Grid Maps CVPR 2022