reinforcement learning

PaperSearchQA: Learning to Search and Reason over Scientific Papers with RLVR EACL 2026 Parameter-efficient Continual Learning for Enhancing Plasticity without Forgetting under Limited Model Capacity CVPR 2026 ParaUni: Enhance Generation in Unified Multimodal Model with Reinforcement-driven Hierarchical Parallel Information Interaction CVPR 2026 Patho-AgenticRAG: Towards Multimodal Agentic Retrieval-Augmented Generation for Pathology VLMs via Reinforcement Learning AAAI 2026 Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner AAAI 2026 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 Persona, Ego, Shadow, and Self: A Map of the Soul Framework for Proto-Emotional Homeostasis in AI AAAI 2026 Placing Puzzle Pieces Where They Matter: A Question Augmentation Framework for Reinforcement Learning ACL 2026 Plasticity vs. Rigidity: The Impact of Low-Rank Adapters on Reasoning on a Micro-Budget EACL 2026 POCA: Pareto-Optimal Curriculum Alignment for Visual Text Generation CVPR 2026 PointThinker: Point-Incentivized Parallel Thinking for Multimodal Large Language Model CVPR 2026 Policy Optimization for Adversarial Linear Mixture MDPs with Unknown Transitions and Bandit Feedback UAI 2026 Priority-Based Graph-Enhanced Reinforcement Learning for Robust Analog Circuit Optimization AAAI 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 ProMedical: Hierarchical Fine-Grained Criteria Modeling for Medical LLM Alignment via Explicit Injection ACL 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 PromptLoop: Plug-and-Play Prompt Refinement via Latent Feedback for Diffusion Model Alignment CVPR 2026 PROMPTMINER: Black-Box Prompt Stealing against Text-to-Image Generative Models via Reinforcement Learning and VLM-Guided Optimization CVPR 2026 Prototype Entropy Alignment: Reinforcing Structured Uncertainty in LLM Reasoning AAAI 2026 Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR ACL 2026