Methods

Novelty Detection in Reinforcement Learning with World Models ICML 2025 Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning AAAI 2025 Null Counterfactual Factor Interactions for Goal-Conditioned Reinforcement Learning ICLR 2025 Offline Hierarchical Reinforcement Learning via Inverse Optimization ICLR 2025 Offline Multi-Agent Reinforcement Learning via In-Sample Sequential Policy Optimization AAAI 2025 Offline Multi-task Transfer RL with Representational Penalization AISTATS 2025 Offline Opponent Modeling with Truncated Q-driven Instant Policy Refinement ICML 2025 Offline Reinforcement Learning for LLM Multi-step Reasoning ACL 2025 Offline RL in Regular Decision Processes: Sample Efficiency via Language Metrics ICLR 2025 Offline RL via Feature-Occupancy Gradient Ascent AISTATS 2025 Offline RL with Smooth OOD Generalization in Convex Hull and its Neighborhood ICLR 2025 Offline Safe Reinforcement Learning Using Trajectory Classification AAAI 2025 Offline-to-Online Reinforcement Learning with Classifier-Free Diffusion Generation ICML 2025 Off-Policy Actor-Critic for Adversarial Observation Robustness: Virtual Alternative Training via Symmetric Policy Evaluation ICML 2025 Off-Policy Evaluation under Nonignorable Missing Data ICML 2025 Off Policy Lyapunov Stability in Reinforcement Learning CoRL 2025 OGBench: Benchmarking Offline Goal-Conditioned RL ICLR 2025 O-MAPL: Offline Multi-agent Preference Learning ICML 2025 Omni-Angle Assault: An Invisible and Powerful Physical Adversarial Attack on Face Recognition ICML 2025 On Corruption-Robustness in Performative Reinforcement Learning AAAI 2025 One Encoder to Rule them All: Representation Learning for Model-free Visual Reinforcement Learning using Fourier Neural Operators ICCV 2025 One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL ACL 2025 One Planner To Guide Them All ! Learning Adaptive Conversational Planners for Goal-oriented Dialogues EMNLP 2025 Online Clustering of Dueling Bandits ICML 2025 Online Competitive Information Gathering for Partially Observable Trajectory Games RSS 2025