Methods

DARL: Distance-Aware Uncertainty Estimation for Offline Reinforcement Learning AAAI 2023 Data-Driven Revision of Conditional Norms in Multi-Agent Systems (Extended Abstract) IJCAI 2023 Decentralized Anomaly Detection in Cooperative Multi-Agent Reinforcement Learning IJCAI 2023 Decentralized Robust V-learning for Solving Markov Games with Model Uncertainty JMLR 2023 Decision-Aware Actor-Critic with Function Approximation and Theoretical Guarantees NeurIPS 2023 Decision S4: Efficient Sequence-Based RL via State Spaces Layers ICLR 2023 Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models NeurIPS 2023 Decision Transformer under Random Frame Dropping ICLR 2023 DeCOM: Decomposed Policy for Constrained Cooperative Multi-Agent Reinforcement Learning AAAI 2023 Decompose a Task into Generalizable Subtasks in Multi-Agent Reinforcement Learning NeurIPS 2023 DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization NeurIPS 2023 Deep Anomaly Detection and Search via Reinforcement Learning (Student Abstract) AAAI 2023 Deep Hierarchical Communication Graph in Multi-Agent Reinforcement Learning IJCAI 2023 Deep Laplacian-based Options for Temporally-Extended Exploration ICML 2023 Deep Off-Policy Iterative Learning Control L4DC 2023 Deep Reinforcement Learning for Two-sided Online Bipartite Matching in Collaborative Order Picking ACML 2023 Deep Reinforcement Learning with Plasticity Injection NeurIPS 2023 DEIR: Efficient and Robust Exploration through Discriminative-Model-Based Episodic Intrinsic Rewards IJCAI 2023 Delay-Adapted Policy Optimization and Improved Regret for Adversarial MDP with Delayed Bandit Feedback ICML 2023 Demonstrating Arena-Web: A Web-based Development and Benchmarking Platform for Autonomous Navigation Approaches RSS 2023 Demonstrating A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning RSS 2023 Demonstration-free Autonomous Reinforcement Learning via Implicit and Bidirectional Curriculum ICML 2023 DenseLight: Efficient Control for Large-scale Traffic Signals with Dense Feedback IJCAI 2023 DEP-RL: Embodied Exploration for Reinforcement Learning in Overactuated and Musculoskeletal Systems ICLR 2023 Design from Policies: Conservative Test-Time Adaptation for Offline Policy Optimization NeurIPS 2023