Reinforcement Learning from Human Feedback

AdaJudge: Adaptive Multi-Perspective Judging for Reward Modeling ACL 2026 Aligning Agents via Planning: A Benchmark for Trajectory-Level Reward Modeling ACL 2026 An Information-Theoretic Study of RLHF-Induced Uniformity in Large Language Model Outputs CoNLL 2026 AnyID: Ultra-Fidelity Universal Identity-Preserving Video Generation from Any Visual References CVPR 2026 ARF-RLHF: Adaptive Reward-Following for RLHF through Emotion-Driven Self-Supervision and Trace-Biased Dynamic Optimization ACL 2026 Bridging Human Evaluation to Infrared and Visible Image Fusion CVPR 2026 Capturing Classic Authorial Style in Long-Form Story Generation with GRPO Fine-Tuning CoNLL 2026 ConsistRM: Improving Generative Reward Models via Consistency-Aware Self-Training ACL 2026 CRAFT: Aligning Diffusion Models with Fine-Tuning Is Easier Than You Think CVPR 2026 DRM: Diffusion-based Reward Model With Step-wise Guidance CVPR 2026 Dynamics-Aware Preference Optimization for Vision-Language Models CVPR 2026 E3AD: An Emotion-Aware Vision-Language-Action Model for Human-Centric End-to-End Autonomous Driving CVPR 2026 Efficient KL Divergence Estimation via Truncated Top-K Integration for Large Language Models ACL 2026 Feeling Right vs. Being Right: How AI Sycophancy Affects Value-Laden Deliberation ACL 2026 HDR-VLM: HDR-Domain Adaptation of VLMs and Preference-Aligned Quality Assessment for HDR Video Color Grading CVPR 2026 HP-Edit: A Human-Preference Post-Training Framework for Image Editing CVPR 2026 IEvoAgent: Evolving Conversational Agent based on User Implicit Feedback ACL 2026 MERIT Feedback Elicits Better Bargaining in LLM Negotiators ACL 2026 MINDS at SemEval-2026-Task 1: Enhancing Humor Generation through RAG and Synthetic DPO Alignment SemEval 2026 Multimodal RewardBench 2: Evaluating Omni Reward Models for Interleaved Text and Image CVPR 2026 On the Convergence of Self-Improving Online LLM Alignment UAI 2026 PingAn-NLP at SemEval-2026 Task 9: Multi-Stage Alignment via GRPO and Tiered Ensemble Voting for Multilingual Polarization Detection SemEval 2026 ProMedical: Hierarchical Fine-Grained Criteria Modeling for Medical LLM Alignment via Explicit Injection ACL 2026 Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers ACL 2026 ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework ACL 2026