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Papers
Exploring the Potential of LLMs as Personalized Assistants: Dataset, Evaluation, and Analysis
ACL 2025
F-Bench: Rethinking Human Preference Evaluation Metrics for Benchmarking Face Generation, Customization, and Restoration
ICCV 2025
Focused-DPO: Enhancing Code Generation Through Focused Preference Optimization on Error-Prone Points
ACL 2025
How to Evaluate Reward Models for RLHF
ICLR 2025
HPSv3: Towards Wide-Spectrum Human Preference Score
ICCV 2025
Improving LLM-as-a-Judge Inference with the Judgment Distribution
EMNLP 2025
Instantly Learning Preference Alignment via In-context DPO
NAACL 2025
Inverse Reinforcement Learning Meets Large Language Model Alignment
ACL 2025
JudgeBench: A Benchmark for Evaluating LLM-Based Judges
ICLR 2025
Knolling Bot: Teaching Robots the Human Notion of Tidiness
NeurIPS 2025
K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences
CVPR 2025
Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes
ICML 2025
LexiLogic@CALCS 2025: Predicting Preferences in Generated Code-Switched Text
NAACL 2025
LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs
ICCV 2025
Lost in the Context: Insufficient and Distracted Attention to Contexts in Preference Modeling
ACL 2025
MetaMetrics: Calibrating Metrics for Generation Tasks Using Human Preferences
ICLR 2025
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment
ICML 2025
MPO: An Efficient Post-Processing Framework for Mixing Diverse Preference Alignment
ICML 2025
MVReward: Better Aligning and Evaluating Multi-View Diffusion Models with Human Preferences
AAAI 2025
Online-to-Offline RL for Agent Alignment
ICLR 2025
PAD: Personalized Alignment of LLMs at Decoding-time
ICLR 2025
Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment
ACL 2025
PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human Preference
ACL 2025
RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization
ICLR 2025
Rating Roulette: Self-Inconsistency in LLM-As-A-Judge Frameworks
EMNLP 2025