reward model

Enhancing Spatial Understanding in Image Generation via Reward Modeling CVPR 2026 EvalMuse-40K: A Fine-Grained Benchmark with Comprehensive Human Annotations for Text-to-Image Generation Model Alignment Evaluation AAAI 2026 EvolvR: Self-Evolving Pairwise Reasoning for Story Evaluation to Enhance Generation ACL 2026 FinPercep-RM: A Fine-grained Reward Model and Co-evolutionary Curriculum for RL-based Real-world Super-Resolution CVPR 2026 GlyphPrinter: Region-Grouped Direct Preference Optimization for Glyph-Accurate Visual Text Rendering CVPR 2026 Gradient-Guided Reward Optimization for Inference-time Alignment UAI 2026 GRAM-R²: Self-Training Generative Foundation Reward Models for Reward Reasoning AAAI 2026 GT-SVJ: Generative-Transformer-Based Self-Supervised Video Judge For Efficient Video Reward Modeling CVPR 2026 HARM: Learning Hate-Aware Reward Model for Evaluating Natural Language Explanations of Offensive Content EACL 2026 Improving Text-to-Image Generation with Intrinsic Self-Confidence Rewards CVPR 2026 Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following ACL 2026 Interpretable Reward Model via Sparse Autoencoder AAAI 2026 Learning What to Trust: Bayesian Prior-Guided Optimization for Visual Generation CVPR 2026 LitBench: A Benchmark and Dataset for Reliable Evaluation of Creative Writing EACL 2026 LiTS: A Modular Framework for LLM Tree Search ACL 2026 LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation AAAI 2026 MapReduce LoRA: Advancing the Pareto Front in Multi-Preference Optimization for Generative Models CVPR 2026 MotionEdit: Benchmarking and Learning Motion-Centric Image Editing CVPR 2026 Multimodal RewardBench 2: Evaluating Omni Reward Models for Interleaved Text and Image 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 OVOD-Agent: A Markov-Bandit Framework for Proactive Visual Reasoning and Self-Evolving Detection CVPR 2026 PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling CVPR 2026 PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling ACL 2026