Reinforcement Learning from Human Feedback

Leveraging Verifier-Based Reinforcement Learning in Image Editing CVPR 2026 MapReduce LoRA: Advancing the Pareto Front in Multi-Preference Optimization for Generative Models CVPR 2026 MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis CVPR 2026 MultiCrafter: High-Fidelity Multi-Subject Generation via Disentangled Attention and Identity-Aware Preference Alignment CVPR 2026 Neighbor GRPO: Contrastive ODE Policy Optimization Aligns Flow Models CVPR 2026 Omni-RewardBench: Toward a Comprehensive Evaluation of Generative Reward Models Across Modalities ACL 2026 OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment ACL 2026 Outcome Accuracy is Not Enough: Aligning the Reasoning Process of Reward Models ACL 2026 PAM: Enhancing General Alignment of Large Reasoning Models through Priority-Aware Metacognition ACL 2026 PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling ACL 2026 P-Check: Advancing Personalized Reward Model via Learning to Generate Dynamic Checklist ACL 2026 PRISMA: Preference-Reinforced Self-Training Approach for Interpretable Emotionally Intelligent Negotiation Dialogues ACL 2026 PRISM: Probabilistic Reward Model with Inherent Structural Modeling ACL 2026 Resolving the Identity Crisis in Text-to-Image Generation CVPR 2026 Reward Alignment Optimization: A Direct Point-wise Alignment Approach ACL 2026 Reward Sharpness-Aware Fine-Tuning for Diffusion Models CVPR 2026 SDiaReward: Modeling and Benchmarking Spoken Dialogue Rewards with Modality and Colloquialness ACL 2026 Self-Guided Alignment: Adaptive Preference Sensing for Multi-Objective Generation ACL 2026 SPARD: Self-Paced Curriculum for RL Alignment via Integrating Reward Dynamics and Data Utility ACL 2026 Team hugang11 at SemEval-2026 Task 1, Subtask A (Chinese): A CoT-SFT, Teacher-Constructed DPO, and Deterministic Post-processing Pipeline for Humor Generation SemEval 2026 Towards Faithful Industrial RAG: A Reinforced Co-adaptation Framework for Advertising QA ACL 2026 AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling ACL 2025 AGFSync: Leveraging AI-Generated Feedback for Preference Optimization in Text-to-Image Generation AAAI 2025 ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning ACL 2025 Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models EMNLP 2025