大模型对齐与安全

EchoBench: Benchmarking Sycophancy in Medical Large Vision-Language Models

Botai Yuan, Yutian Zhou, Yingjie Wang, Fushuo Huo, Yongcheng Jing, Li Shen, Ying Wei, Zhiqi Shen, Ziwei Liu, Tianwei Zhang, Jie Yang, Dacheng Tao

机构 * Nanyang Technological University（南洋理工大学） ； Shanghai Jiao Tong University（上海交通大学） ； Fudan University（复旦大学） ； Sun Yat-sen University（中山大学） ； Zhejiang University（浙江大学） 纠错

专题命中 安全评测 ：safety(abstract)；trustworthy(abstract)；分类 cs.AI

Comments 29 pages, 6 figures

How Much of Your Data Can Suck? Thresholds for Domain Performance and Emergent Misalignment in LLMs

Jian Ouyang, Arman T, Ge Jin

机构 * Invisible Technologies（隐形技术） 纠错

专题命中 安全评测 ：alignment(abstract)；safety(abstract)；分类 cs.CL

To Trust Or Not To Trust Your Vision-Language Model's Prediction

Hao Dong, Moru Liu, Jian Liang, Eleni Chatzi, Olga Fink

专题命中 安全评测 ：safety(abstract)；分类 cs.AI、cs.LG

Machine Learning-Based Detection of DDoS Attacks in VANETs for Emergency Vehicle Communication

Bappa Muktar, Vincent Fono, Adama Nouboukpo

机构 * Department of Computer Science University of Quebec in Outaouais (UQO)（计算机科学系魁北克大学 Outaouais 分校） 纠错

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Improved Therapeutic Antibody Reformatting through Multimodal Machine Learning

Jiayi Xin, Aniruddh Raghu, Nick Bhattacharya, Adam Carr, Melanie Montgomery, Hunter Elliott

机构 * University of Pennsylvania（宾夕法尼亚大学） ； BigHat Biosciences（BigHat生物技术公司） 纠错

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments NeurIPS 2025 AI4Science Workshop and NeurIPS 2025 Multi-modal Foundation Models and Large Language Models for Life Sciences Workshop

Culture is Everywhere: A Call for Intentionally Cultural Evaluation

Juhyun Oh, Inha Cha, Michael Saxon, Hyunseung Lim, Shaily Bhatt, Alice Oh

专题命中 安全评测 ：alignment(abstract)；分类 cs.CL

Measuring Harmfulness of Computer-Using Agents

Aaron Xuxiang Tian, Ruofan Zhang, Janet Tang, Ji Wang, Tianyu Shi, Jiaxin Wen

机构 * Arizona State University（亚利桑那州立大学） ； University of California, Berkeley（加州大学伯克利分校） 纠错

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Comments 17 pages, 9 figures

Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation

Beiduo Chen, Yang Janet Liu, Anna Korhonen, Barbara Plank

专题命中 安全评测 ：alignment(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2025 Main (Oral), 25 pages, 7 figures

Redemption Score: A Multi-Modal Evaluation Framework for Image Captioning via Distributional, Perceptual, and Linguistic Signal Triangulation

Ashim Dahal, Ankit Ghimire, Saydul Akbar Murad, Nick Rahimi

机构 * University of Southern Mississippi（密苏里州南方大学） 纠错

专题命中 安全评测 ：alignment(abstract)；分类 cs.CL

Deciphering Functions of Neurons in Vision-Language Models

Jiaqi Xu, Cuiling Lan, Yan Lu

机构 * University of Science and Technology of China（中国科学技术大学） ； Microsoft Research Asia（微软亚洲研究院） 纠错

专题命中 安全评测 ：trustworthy(abstract)

Comments Accepted by the 31st ACM International Conference on Multimedia (ACM MM 2025)

Generalist Robot Manipulation beyond Action Labeled Data

Alexander Spiridonov, Jan-Nico Zaech, Nikolay Nikolov, Luc Van Gool, Danda Pani Paudel

机构 * ETH Zurich, Switzerland（苏黎世联邦理工学院，瑞士） 纠错

专题命中 安全评测 ：alignment(abstract)

Comments Accepted at Conference on Robot Learning 2025

SCORE: Scaling audio generation using Standardized COmposite REwards

Jaemin Jung, Jaehun Kim, Inkyu Shin, Joon Son Chung

专题命中 安全评测 ：alignment(abstract)