Deep RL

Collect & Infer - a fresh look at data-efficient Reinforcement Learning CoRL 2021 ColorRL: Reinforced Coloring for End-to-End Instance Segmentation CVPR 2021 Combining Pessimism with Optimism for Robust and Efficient Model-Based Deep Reinforcement Learning ICML 2021 Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization AAAI 2021 Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem AAAI 2021 Combining Semantic Guidance and Deep Reinforcement Learning for Generating Human Level Paintings CVPR 2021 COMBO: Conservative Offline Model-Based Policy Optimization NeurIPS 2021 Commission Fee is not Enough: A Hierarchical Reinforced Framework for Portfolio Management AAAI 2021 Composable Energy Policies for Reactive Motion Generation and Reinforcement Learning RSS 2021 Conservative Safety Critics for Exploration ICLR 2021 Contextual policy transfer in reinforcement learning domains via deep mixtures-of-experts UAI 2021 Continual Auxiliary Task Learning NeurIPS 2021 Continuous-time Model-based Reinforcement Learning ICML 2021 Contrastive Explanations for Reinforcement Learning via Embedded Self Predictions ICLR 2021 Contrastive Reinforcement Learning of Symbolic Reasoning Domains NeurIPS 2021 Controlling Graph Dynamics with Reinforcement Learning and Graph Neural Networks ICML 2021 Convex Regularization in Monte-Carlo Tree Search ICML 2021 Cooperative Exploration for Multi-Agent Deep Reinforcement Learning ICML 2021 Counterfactual Credit Assignment in Model-Free Reinforcement Learning ICML 2021 CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs EMNLP 2021 Damped Anderson Mixing for Deep Reinforcement Learning: Acceleration, Convergence, and Stabilization NeurIPS 2021 Data-efficient Hindsight Off-policy Option Learning ICML 2021 Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021 DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems AAAI 2021 Decentralized Single-Timescale Actor-Critic on Zero-Sum Two-Player Stochastic Games ICML 2021