Methods

State Proficiency-Based Adaptive Fine-Tuning for Offline-to-Online Reinforcement Learning AAAI 2026 Stochastic Dominance Driven First-Order Policy Optimization for Multi-Objective Reinforcement Learning UAI 2026 Strongly Polynomial Time Complexity of Policy Iteration for $L_∞$ Robust MDPs COLT 2026 Symbolic Task Inference in Deep Reinforcement Learning (Abstract Reprint) AAAI 2026 T4NMTD: Transition-Centric Reinforcement Learning for Non-Markovian Task Decomposition AAAI 2026 TaxonRL: Reinforcement Learning with Intermediate Rewards for Interpretable Fine-Grained Visual Reasoning WACV 2026 TD-M(PC)$^2$: Improving Temporal Difference MPC Through Policy Constraint L4DC 2026 TeamHOI: Learning a Unified Policy for Cooperative Human-Object Interactions with Any Team Size CVPR 2026 Team TüLK at SemEval-2026 Task 1: Humor Generation with Qwen and Group Relative Policy Optimization SemEval 2026 Test-driven Reinforcement Learning in Continuous Control AAAI 2026 Test-Time Reinforcement Learning for GUI Grounding via Region Consistency AAAI 2026 Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding CVPR 2026 Thinking with Frames: Generative Video Distortion Evaluation via Frame Reward Model CVPR 2026 Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning CVPR 2026 Think, Speak, Decide: Language-Augmented Multi-Agent Reinforcement Learning for Economic Decision-Making AAAI 2026 Tight Sample Complexity Bounds for Entropic Best Policy Identification COLT 2026 TMAE:Learning Targeted Multi-Agent Exploration via Causal Inference AAAI 2026 TORA: Train Once, Realign Anytime for Offline Multi-Objective Reinforcement Learning AAAI 2026 Towards Fairness in Transportation Gig Markets: Identifying, Imitating, and Mitigating Algorithm Discrimination via Deep Reinforcement Learning AAAI 2026 Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning CVPR 2026 Trajectory Data Suffices for Statistically Efficient Policy Evaluation in Fixed-Horizon Offline RL with Linear q^π-Realizability and Concentrability COLT 2026 Trajectory Tactics: When Transformers Learn Exploration to Generate Online Signature WACV 2026 Treatment Stitching with Schrödinger Bridge for Enhancing Offline Reinforcement Learning in Adaptive Treatment Strategies AAAI 2026 TSTM: Temporal Segmentation for Task-relevant Mask in Visual Reinforcement Learning Generalization CVPR 2026 Turning Failures into Value: Negative Experience Replay for RLVR via Confidence Gating and Boundary Failure Sampling ACL 2026