Methods

Proactive Constrained Policy Optimization with Preemptive Penalty AAAI 2026 Promoting Efficient Reasoning with Verifiable Stepwise Reward AAAI 2026 PROMPTMINER: Black-Box Prompt Stealing against Text-to-Image Generative Models via Reinforcement Learning and VLM-Guided Optimization CVPR 2026 Provably Safe Offline-to-Online RL: Decoupling Learning from Data-Driven Safety Enforcement ACL 2026 Proximal Policy Optimization Suffices for On-Policy Reinforcement Learning UAI 2026 PulseMind: A Multi-Modal Medical Model for Real-World Clinical Diagnosis AAAI 2026 Push-and-Step: From RL-Based Balance Recovery to Physical Simulation of Dense Crowds CVPR 2026 Qualitative Analysis of ω-Regular Objectives on Robust MDPs AAAI 2026 R1-RE: Cross-Domain Relation Extraction with RLVR ACL 2026 R-4B: Incentivizing General-Purpose Auto-Thinking in MLLMs via Bi-Mode Annealing and Reinforce Learning CVPR 2026 RAPID: A Rapid Prototyping Platform for Industrial Automation AAAI 2026 ReACT: Reward-informed Autoregressive Decision CAD Transformer AAAI 2026 ReasonAct: Progressive Training for Fine-Grained Video Reasoning in Small Models AAAI 2026 Reference-Free Schema Generation for Literature Review Tables via Multi-Faceted Rewards ACL 2026 RehearseVLA: Simulated Post-Training for VLAs with Physically-Consistent World Model CVPR 2026 Reinforcement Learning-based Adaptive Control of Classifier-Free Guidance and Timestep Embeddings in Diffusion Models WACV 2026 Reinforcement Learning with Fuzzy Human Attention-Guided Graph for Heterogeneous Multiagent Systems AAAI 2026 Reinforcement Learning Without Explicit Rewards: Theory and Practice AAAI 2026 Reliability-Guaranteed and Reward-Seeking Sequence Modeling for Model-Based Offline Reinforcement Learning AAAI 2026 Reliable Policy Transfer for Safety-Aware End-to-End Driving with Deep Reinforcement Learning CVPR 2026 Revealing POMDPs: Qualitative and Quantitative Analysis for Parity Objectives AAAI 2026 Revisiting TD Target Aggregation under Uncertainty in Q-Learning UAI 2026 Reward Model Evaluation via Automatically-Ranked Policy Alignment AAAI 2026 Reward Redistribution via Gaussian Process Likelihood Estimation AAAI 2026 Risk-Sensitive Exponential Actor Critic AAAI 2026