Preference Learning

φ-DPO: Fairness Direct Preference Optimization Approach to Continual Learning in Large Multimodal Models CVPR 2026 AesX: Enhance Your Images with Stunning Aesthetic Beauty ACL 2026 ARF-RLHF: Adaptive Reward-Following for RLHF through Emotion-Driven Self-Supervision and Trace-Biased Dynamic Optimization ACL 2026 Avatar Forcing: Real-Time Interactive Head Avatar Generation for Natural Conversation CVPR 2026 Bias Fitting to Mitigate Length Bias of Reward Model in RLHF ACL 2026 BITS Pilani at SemEval-2026 Task 9: Structured Supervised Fine-Tuning with DPO Refinement for Polarization Detection SemEval 2026 Circular-DPO: Aligning Multi-Stage 3D Generative Models via Preference Feedback Loop CVPR 2026 ColorFLUX: A Structure-Color Decoupling Framework for Old Photo Colorization CVPR 2026 Compositional Text-to-Image Generation Via Region-aware Bimodal Direct Preference Optimization CVPR 2026 DARM: Distribution-Aware Reward Modeling by Alleviating Biases from Low Preference-Context Dependency Data ACL 2026 Data-efficient Targeted Token-level Preference Optimization for LLM-based Text-to-Speech ACL 2026 DynamicsBoost: Dynamic Plausible Video Generation via Annotation-Free Continuation Preference Optimization CVPR 2026 Edit-Aware Reward Modeling for Chinese Grammatical Error Correction ACL 2026 Enhancing Spatial Understanding in Image Generation via Reward Modeling CVPR 2026 ExPose: Reinforcing Video Generation Models for Extreme Pose Estimation CVPR 2026 Fine-Grained GRPO for Precise Preference Alignment in Flow Models CVPR 2026 FocalOrder: Focal Preference Optimization for Reading Order Detection ACL 2026 From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment ACL 2026 From Proof to Program: Characterizing Tool-Induced Reasoning Hallucinations in Large Language Models ACL 2026 Fusion in Your Way: Aligning Image Fusion with Heterogeneous Demands via Direct Preference Optimization CVPR 2026 GDPO-SR: Group Direct Preference Optimization for One-Step Generative Image Super-Resolution CVPR 2026 GlyphPrinter: Region-Grouped Direct Preference Optimization for Glyph-Accurate Visual Text Rendering CVPR 2026 Hear What You See: Video-to-Audio Generation with Diffusion Transformer and Semantic-Temporal Alignment-Ranked Direct Preference Optimization CVPR 2026 HUS@NLP-VNU at SemEval-2026 Task 3: Dual-Stream Syntax-Aware Modeling and Direct Preference Optimization for Dimensional ABSA SemEval 2026 IF-CRITIC: Towards a Fine-Grained LLM Critic for Instruction-Following Evaluation ACL 2026