preference alignment

TIS-DPO: Token-level Importance Sampling for Direct Preference Optimization With Estimated Weights ICLR 2025 TODO: Enhancing LLM Alignment with Ternary Preferences ICLR 2025 Training-Free Diffusion Model Alignment with Sampling Demons ICLR 2025 TTPA: Token-level Tool-use Preference Alignment Training Framework with Fine-grained Evaluation EMNLP 2025 Uncovering Factor-Level Preference to Improve Human-Model Alignment EMNLP 2025 Understanding the Logic of Direct Preference Alignment through Logic ICML 2025 VideoDPO: Omni-Preference Alignment for Video Diffusion Generation CVPR 2025 Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding ACL 2025 What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025 A Deep Dive into the Trade-Offs of Parameter-Efficient Preference Alignment Techniques ACL 2024 A Dense Reward View on Aligning Text-to-Image Diffusion with Preference ICML 2024 ALaRM: Align Language Models via Hierarchical Rewards Modeling ACL 2024 AlignDiff: Aligning Diverse Human Preferences via Behavior-Customisable Diffusion Model ICLR 2024 Aligning to Thousands of Preferences via System Message Generalization NeurIPS 2024 BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence ACL 2024 Biomedical Visual Instruction Tuning with Clinician Preference Alignment NeurIPS 2024 BPO: Staying Close to the Behavior LLM Creates Better Online LLM Alignment EMNLP 2024 Cooperation and Control in Delegation Games IJCAI 2024 CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering EMNLP 2024 DiffAgent: Fast and Accurate Text-to-Image API Selection with Large Language Model CVPR 2024 DINGO: Towards Diverse and Fine-Grained Instruction-Following Evaluation AAAI 2024 Distributional Preference Alignment of LLMs via Optimal Transport NeurIPS 2024 Encourage or Inhibit Monosemanticity? Revisit Monosemanticity from a Feature Decorrelation Perspective EMNLP 2024 Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering EMNLP 2024 FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models NeurIPS 2024