Deep RL

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 DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization NeurIPS 2023 Deep Anomaly Detection and Search via Reinforcement Learning (Student Abstract) AAAI 2023 Deep Laplacian-based Options for Temporally-Extended Exploration ICML 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 Detecting Adversarial Directions in Deep Reinforcement Learning to Make Robust Decisions ICML 2023 DexArt: Benchmarking Generalizable Dexterous Manipulation With Articulated Objects CVPR 2023 DexPBT: Scaling up Dexterous Manipulation for Hand-Arm Systems with Population Based Training RSS 2023 Diffused Task-Agnostic Milestone Planner NeurIPS 2023 Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning NeurIPS 2023 Diffusion Policy: Visuomotor Policy Learning via Action Diffusion RSS 2023 Diminishing Return of Value Expansion Methods in Model-Based Reinforcement Learning ICLR 2023 Discovering Hierarchical Achievements in Reinforcement Learning via Contrastive Learning NeurIPS 2023 Discovering Object-Centric Generalized Value Functions From Pixels ICML 2023 Distributional Meta-Gradient Reinforcement Learning ICLR 2023