Reinforcement Learning

Scalable Solution Methods for Dec-POMDPs with Deterministic Dynamics AAAI 2026 Seeing What Matters: Visual Preference Policy Optimization for Visual Generation CVPR 2026 Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning OSDI 2026 Self-Regulating Cars: Automating Traffic Control in Free Flow Road Networks AAAI 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 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