Methods

RL-ScanIQA: Reinforcement-Learned Scanpaths for Blind 360deg Image Quality Assessment CVPR 2026 RLSLM: A Hybrid Framework Combining Reinforcement Learning and a Rule-based Social Locomotion Model for Socially-aware Navigation AAAI 2026 RL-Studio: A System for Multi-Phase Reinforcement Learning Experimentation AAAI 2026 Robust Adaptive Multi-Step Predictive Shielding (Student Abstract) AAAI 2026 RollArt: Disaggregated Multi-Task Agentic RL Training at Scale OSDI 2026 rSIM: Incentivizing Reasoning Capabilities of LLMs via Reinforced Strategy Injection ACL 2026 S^4: Operationalizing Speech Act Theory for Strategic Semi-Structured Psychiatric Interview ACL 2026 Safe Control using Learned Safety Filters and Adaptive Conformal Inference L4DC 2026 SafeMIL: Learning Offline Safe Imitation Policy from Non-Preferred Trajectories AAAI 2026 Safe Multi-Agent Reinforcement Learning via Distributional Safety Critic and Maximum Entropy Optimization AAAI 2026 Safe Reinforcement Learning for Trustworthy AI: Theory, Algorithms, and Applications AAAI 2026 Saliency-Guided Representation with Consistency Policy Learning for Visual Unsupervised Reinforcement Learning CVPR 2026 Scalable Solution Methods for Dec-POMDPs with Deterministic Dynamics AAAI 2026 Seeing What Matters: Visual Preference Policy Optimization for Visual Generation CVPR 2026 SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences AAAI 2026 ShoppingBench: A Real-World Intent-Grounded Shopping Benchmark for LLM-based Agents AAAI 2026 Social Behavior as a Key to Learning-Based Multi-Agent Pathfinding Dilemmas (Abstract Reprint) AAAI 2026 Soft Conflict-Resolution Decision Transformer for Offline Multi-Task Reinforcement Learning AAAI 2026 SPARKLE: A Structured and Plug-and-play Agentic Retrieval Policy for Adaptive RAG Models ACL 2026 Sparse Action-Dependent Policy Iteration under Coordination Structures: Convergence and Optimality UAI 2026 Spatially Grouped Curriculum Learning for Multi-Agent Path Finding AAAI 2026 Specification-Guided Reinforcement Learning AAAI 2026 SRPO: Self-Referential Policy Optimization for Vision-Language-Action Models CVPR 2026 Stability-Aware Reinforcement Learning for Robust Class Integration Test Order Generation AAAI 2026 Stabilizing Policy Gradient Methods via Reward Profiling AAAI 2026