preference optimization

PAM: Enhancing General Alignment of Large Reasoning Models through Priority-Aware Metacognition ACL 2026 Personalizing LLMs with Binary Feedback: A Preference-Calibrated Optimization Framework ACL 2026 Pico-Banana-400K: A Large-Scale Dataset for Text-Guided Image Editing CVPR 2026 Point Cloud as a Foreign Language for Multi-modal Large Language Model CVPR 2026 Preference Optimization via Contrastive Divergence: Your Policy Is Secretly an NLL Estimator AAAI 2026 PRISMA: Preference-Reinforced Self-Training Approach for Interpretable Emotionally Intelligent Negotiation Dialogues ACL 2026 Rethinking the Evaluation of Alignment Methods: Insights into Diversity, Generalisation, and Safety EACL 2026 S³-MSD: Large Vision-Language Model for Explainable and Generalizable Multi-modal Sarcasm Detection AAAI 2026 Self-NPO: Data-Free Diffusion Model Enhancement via Truncated Diffusion Fine-Tuning AAAI 2026 SERL: Self-Examining Reinforcement Learning on Open-Domain AAAI 2026 Simulated Students in Tutoring Dialogues: Substance or Illusion? ACL 2026 SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity EACL 2026 SMARTER: A Data-efficient Framework to Improve Toxicity Detection with Explanation via Self-augmenting Large Language Models ACL 2026 SMPRO: Self-Supervised Visual Preference Alignment via Differentiable Multi-Preference Multi-Group Ranking AAAI 2026 SPA: Achieving Consensus in LLM Alignment via Self-Priority Optimization AAAI 2026 Style-GRPO: Semantic-Aware Preference Optimization for Image Style Transfer Guided by Reward Modeling CVPR 2026 Test-Time Preference Optimization for Image Restoration AAAI 2026 Textual Self-Attention Network: Test-Time Preference Optimization Through Textual Gradient-Based Attention AAAI 2026 TiViBench: Benchmarking Think-in-Video Reasoning for Video Generation CVPR 2026 TOWER+: Bridging Generality and Translation Specialization in Multilingual LLMs ACL 2026 Unified Generation and Self-Verification for Vision-Language Models via Advantage Decoupled Preference Optimization CVPR 2026 What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context ACL 2026 WSDPO: A Generative Word Sense Disambiguation Framework with Chain-of-Thought and Preference Optimization ACL 2026 𝒜3: Automatic Alignment Framework for Attributed Text Generation ACL 2025 AbsVis – Benchmarking How Humans and Vision-Language Models “See” Abstract Concepts in Images EMNLP 2025