Reinforcement Learning

Provably Adaptive Average Reward Reinforcement Learning for Metric Spaces UAI 2025 Q-function Decomposition with Intervention Semantics for Factored Action Spaces AISTATS 2025 QMP: Q-switch Mixture of Policies for Multi-Task Behavior Sharing ICLR 2025 RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning EMNLP 2025 ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning EMNLP 2025 Real-Time Recurrent Reinforcement Learning AAAI 2025 Reinforcement Learning for Infinite-Horizon Average-Reward Linear MDPs via Approximation by Discounted-Reward MDPs AISTATS 2025 Reinforcement Learning from Imperfect Corrective Actions and Proxy Rewards ICLR 2025 Reinforcement Learning from Multi-level and Episodic Human Feedback L4DC 2025 Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters AAAI 2025 Reinforcement Learning with Intrinsically Motivated Feedback Graph for Lost-sales Inventory Control AISTATS 2025 Relaxed Transition Kernels can Cure Underestimation in Adversarial Offline Reinforcement Learning ACML 2025 Rethinking Light Decoder-based Solvers for Vehicle Routing Problems ICLR 2025 RL, but don’t do anything I wouldn’t do UAI 2025 RLKGF: Reinforcement Learning from Knowledge Graph Feedback Without Human Annotations ACL 2025 RLMiniStyler: Light-weight RL Style Agent for Arbitrary Sequential Neural Style Generation IJCAI 2025 RMultiplex200K: Toward Reliable Multimodal Process Supervision for Visual Language Models on Telecommunications ICCV 2025 S2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning ACL 2025 Safe Learning in the Real World via Adaptive Shielding with Hamilton-Jacobi Reachability L4DC 2025 Scalable spectral representations for multiagent reinforcement learning in network MDPs AISTATS 2025 Scrutinize What We Ignore: Reining In Task Representation Shift Of Context-Based Offline Meta Reinforcement Learning ICLR 2025 Select before Act: Spatially Decoupled Action Repetition for Continuous Control ICLR 2025 Self-Improvement for Audio Large Language Model using Unlabeled Speech Interspeech 2025 SEMDICE: Off-policy State Entropy Maximization via Stationary Distribution Correction Estimation ICLR 2025 Sequential Stochastic Combinatorial Optimization Using Hierarchal Reinforcement Learning ICLR 2025