Reinforcement Learning

“What are my options?"€: Explaining RL Agents with Diverse Near-Optimal Alternatives L4DC 2025 When Should We Prefer State-to-Visual DAgger over Visual Reinforcement Learning? AAAI 2025 World Modeling Makes a Better Planner: Dual Preference Optimization for Embodied Task Planning ACL 2025 Zero-Shot Action Generalization with Limited Observations AISTATS 2025 Zero-Shot Whole-Body Humanoid Control via Behavioral Foundation Models ICLR 2025 Achieving Fairness in Multi-Agent MDP Using Reinforcement Learning ICLR 2024 Achieving Sample and Computational Efficient Reinforcement Learning by Action Space Reduction via Grouping ICLR 2024 Action Gaps and Advantages in Continuous-Time Distributional Reinforcement Learning NeurIPS 2024 Active Reinforcement Learning for Robust Building Control AAAI 2024 Actor Prioritized Experience Replay (Abstract Reprint) AAAI 2024 Adaptive Q-Aid for Conditional Supervised Learning in Offline Reinforcement Learning NeurIPS 2024 Adaptive Important Region Selection with Reinforced Hierarchical Search for Dense Object Detection NeurIPS 2024 Adaptive Rational Activations to Boost Deep Reinforcement Learning ICLR 2024 AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making NeurIPS 2024 Addressing Signal Delay in Deep Reinforcement Learning ICLR 2024 Adversarial Imitation Learning via Boosting ICLR 2024 A Dynamical View of the Question of Why ICLR 2024 A Homogenization Approach for Gradient-Dominated Stochastic Optimization UAI 2024 AlignSAM: Aligning Segment Anything Model to Open Context via Reinforcement Learning CVPR 2024 AMAGO: Scalable In-Context Reinforcement Learning for Adaptive Agents ICLR 2024 Amortized Network Intervention to Steer the Excitatory Point Processes ICLR 2024 A Nearly Optimal and Low-Switching Algorithm for Reinforcement Learning with General Function Approximation NeurIPS 2024 A Policy Gradient Method for Confounded POMDPs ICLR 2024 A Primal-Dual-Critic Algorithm for Offline Constrained Reinforcement Learning AISTATS 2024 Artificial Generational Intelligence: Cultural Accumulation in Reinforcement Learning NeurIPS 2024