大模型对齐与安全

Natural Spectral Fusion: p-Exponent Cyclic Scheduling and Early Decision-Boundary Alignment in First-Order Optimization

Gongyue Zhang, Honghai Liu

专题命中 偏好对齐 ：alignment(title,abstract)；分类 cs.LG

Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs

Zitian Wang, Yue Liao, Kang Rong, Fengyun Rao, Yibo Yang, Si Liu

机构 * Beihang University（北航大学） ； National University of Singapore（国立新加坡大学） ； King Abdullah University of Science and Technology（国王 Abdullah 科学与技术大学） 纠错

专题命中 偏好对齐 ：alignment(title,abstract)

Comments Accepted by ICCV 2025

The Personality Illusion: Revealing Dissociation Between Self-Reports & Behavior in LLMs

Pengrui Han, Rafal Kocielnik, Peiyang Song, Ramit Debnath, Dean Mobbs, Anima Anandkumar, R. Michael Alvarez

机构 * Caltech（加州理工学院） ； UIUC（伊利诺伊大学） ； University of Cambridge（剑桥大学） 纠错

专题命中 偏好对齐 ：alignment(abstract)；RLHF(abstract)；分类 cs.CL、cs.AI、cs.CY

Comments We make public all code and source data at https://github.com/psychology-of-AI/Personality-Illusion for full reproducibility

InstructMPC: A Human-LLM-in-the-Loop Framework for Context-Aware Control

Ruixiang Wu, Jiahao Ai, Tongxin Li

专题命中 偏好对齐 ：DPO(abstract)