reward modeling

Aligning Agents via Planning: A Benchmark for Trajectory-Level Reward Modeling ACL 2026 ARF-RLHF: Adaptive Reward-Following for RLHF through Emotion-Driven Self-Supervision and Trace-Biased Dynamic Optimization ACL 2026 Building a Precise Video Language with Human-AI Oversight CVPR 2026 CultureRL: Internalizing Cultural Principles in Large Language Models via Norm-Driven Reinforcement Learning AAAI 2026 DiverseGRPO: Mitigating Mode Collapse in Image Generation via Diversity-Aware GRPO CVPR 2026 Duplex Rewards Optimization for Test-Time Composed Image Retrieval AAAI 2026 GEM: Generative Entropy-Guided Preference Modeling for Few-Shot Alignment of LLMs AAAI 2026 General Process Reward Modeling for Robotic Reinforcement Learning CVPR 2026 Learning Multilingual Agentic Policy to Control Sycophancy EACL 2026 Let VLMs Grade Their Own Thoughts: A Self-Quantification Approach to Reasoning-Aware Reward Modeling CVPR 2026 LLMdoctor: Token-Level Flow-Guided Preference Optimization for Efficient Test-Time Alignment of Large Language Models AAAI 2026 Long-form RewardBench: Evaluating Reward Models for Long-form Generation AAAI 2026 Mitigating Length Bias in RLHF Through a Causal Lens AAAI 2026 Nemotron-CrossThink: Scaling Self-Learning beyond Math Reasoning EACL 2026 Neuro-Cognitive Reward Modeling for Human-Centered Autonomous Vehicle Control CVPR 2026 PRInTS: Reward Modeling for Long-Horizon Information Seeking ACL 2026 Reinforced Informativeness Optimization for Long-Form Retrieval-Augmented Generation ACL 2026 RMO: Towards Better LLM Alignment via Reshaping Reward Margin Distributions AAAI 2026 SPARD: Self-Paced Curriculum for RL Alignment via Integrating Reward Dynamics and Data Utility ACL 2026 SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026 Speech Recognition Model Improves Text-to-Speech Synthesis Using Fine-Grained Reward AAAI 2026 Think-J: Learning to Think for Generative LLM-as-a-Judge AAAI 2026 URPO: A Unified Reward & Policy Optimization Framework for Large Language Models AAAI 2026 VerifyBench: A Systematic Benchmark for Evaluating Reasoning Verifiers Across Domains AAAI 2026 2D-DPO: Scaling Direct Preference Optimization with 2-Dimensional Supervision NAACL 2025