Reinforcement Learning

PDCR: Perception-Decomposed Confidence Reward for Vision-Language Reasoning CVPR 2026 PEARL: Self-Evolving Assistant for Time Management with Reinforcement Learning ACL 2026 Perceptual-Evidence Anchored Reinforced Learning for Multimodal Reasoning CVPR 2026 PhyCritic: Multimodal Critic Models for Physical AI CVPR 2026 Placing Puzzle Pieces Where They Matter: A Question Augmentation Framework for Reinforcement Learning ACL 2026 Policy Optimization for Unknown Systems using Differentiable MPC L4DC 2026 PRInTS: Reward Modeling for Long-Horizon Information Seeking ACL 2026 Privacy-R1: Privacy-Aware Multi-LLM Agent Collaboration via Reinforcement Learning ACL 2026 ProActor: Timing-Aware Reinforcement Learning for Proactive Task Scheduling Agents ACL 2026 Progress-Think: Semantic Progress Reasoning for Vision-Language Navigation CVPR 2026 ProMed: Shapley Information Gain Guided Reinforcement Learning for Proactive Medical LLMs ACL 2026 PromptEnhancer: Taming Your Rewriter for Text-to-Image Generation via Fine-Grained Reward CVPR 2026 Provably Efficient Reinforcement Learning in Continuous-Time Episodic MDPs with Poisson Decision Epochs UAI 2026 Proximal Policy Optimization Suffices for On-Policy Reinforcement Learning UAI 2026 Proximity-Based Multi-Turn Optimization: Practical Credit Assignment for LLM Agent Training ACL 2026 Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR ACL 2026 PSR: Scaling Multi-Subject Personalized Image Generation with Pairwise Subject-Consistency Rewards CVPR 2026 Push-and-Step: From RL-Based Balance Recovery to Physical Simulation of Dense Crowds CVPR 2026 PvP: Data-Efficient Humanoid Robot Learning with Proprioceptive-Privileged Contrastive Representations CVPR 2026 QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning ACL 2026 R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling ACL 2026 ℛ3: Advertisement Compliance ℛectification via Group-ℛelative Experience Extractor and Curriculum ℛeinforcement ACL 2026 R3: End-to-End Reasoning-based Planning for Multi-step Retrosynthesis via Reinforcement Learning ACL 2026 R3-PCQA: Ray-Reprojection-Reinforcement for No-Reference 3D Point Cloud Quality Assessment CVPR 2026 RADO: Reasoning Audit-Driven Optimization for Rigorous Reasoning in High-Stakes Domains ACL 2026