大模型对齐与安全

VisuoAlign: Safety Alignment of LVLMs with Multimodal Tree Search

MingSheng Li, Guangze Zhao, Sichen Liu

机构 * Independent Researcher（独立研究者） ； Harbin Institute of Technology（哈尔滨工业大学） ； Xi’an Jiaotong-Liverpool University（西安交通大学利物浦大学） 纠错

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

Investigating Safety Vulnerabilities of Large Audio-Language Models Under Speaker Emotional Variations

Bo-Han Feng, Chien-Feng Liu, Yu-Hsuan Li Liang, Chih-Kai Yang, Szu-Wei Fu, Zhehuai Chen, Ke-Han Lu, Sung-Feng Huang, Chao-Han Huck Yang, Yu-Chiang Frank Wang, Yun-Nung Chen, Hung-yi Lee

机构 * National Taiwan University（国立台湾大学） ； NVIDIA 纠错

专题命中 安全评测 ：safety(title,abstract)；alignment(abstract)；trustworthy(abstract)；分类 cs.CL、cs.AI

Comments Submitted to ICASSP 2026

ATA: A Neuro-Symbolic Approach to Implement Autonomous and Trustworthy Agents

David Peer, Sebastian Stabinger

机构 * Otera Austria（奥特拉奥地利） 纠错

专题命中 安全评测 ：trustworthy(title,abstract)；alignment(abstract)；prompt injection(abstract)；分类 cs.CL、cs.AI

PsyMem: Fine-grained psychological alignment and Explicit Memory Control for Advanced Role-Playing LLMs

Xilong Cheng, Yunxiao Qin, Yuting Tan, Zhengnan Li, Ye Wang, Hongjiang Xiao, Yuan Zhang

机构 * Communication University of China（中国传媒大学） ； State Key Laboratory of Media Convergence and Communication（媒体融合与传播国家重点实验室） 纠错

专题命中 安全评测 ：alignment(title,abstract)；trustworthy(abstract)；分类 cs.CL、cs.AI

Comments Pre-MIT Press publication version, has been accepted by TACL

Integrating Trustworthy Artificial Intelligence with Energy-Efficient Robotic Arms for Waste Sorting

Halima I. Kure, Jishna Retnakumari, Augustine O. Nwajana, Umar M. Ismail, Bilyaminu A. Romo, Ehigiator Egho-Promise

专题命中 安全评测 ：trustworthy(title,abstract)；safety(abstract)

Comments 5 pages, 2 figures

AGENTSAFE: Benchmarking the Safety of Embodied Agents on Hazardous Instructions

Zonghao Ying, Le Wang, Yisong Xiao, Jiakai Wang, Yuqing Ma, Jinyang Guo, Zhenfei Yin, Mingchuan Zhang, Aishan Liu, Xianglong Liu

机构 * SKLCCSE, Beihang University（北京航空航天大学智能科学与技术研究中心） ； Zhongguancun Laboratory（中关村实验室） ； The University of Sydney（悉尼大学） ； Henan University of Science（河南科技大学） 纠错

专题命中 安全评测 ：safety(title,abstract)；alignment(abstract)

Towards Interpretable and Trustworthy Time Series Reasoning: A BlueSky Vision

Kanghui Ning, Zijie Pan, Yushan Jiang, Anderson Schneider, Yuriy Nevmyvaka, Dongjin Song

机构 * School of Computing University of Connecticut Storrs, CT（计算学院 美国康涅狄格大学 斯托尔斯分校） ； Department of Machine Learning Research Morgan Stanley New York, NY（机器学习研究部 花旗集团 新 York） 纠错

专题命中 安全评测 ：trustworthy(title,abstract)；分类 cs.LG

ActAlign: Zero-Shot Fine-Grained Video Classification via Language-Guided Sequence Alignment

Amir Aghdam, Vincent Tao Hu, Björn Ommer

机构 * Department of Computer Science, Temple University（Temple大学计算机科学系） ； Munich Center for Machine Learning（慕尼黑机器学习中心） 纠错

专题命中 安全评测 ：alignment(title,abstract)；分类 cs.LG

Comments Accepted to TMLR 2025 - Project page: https://amir-aghdam.github.io/act-align/

A Vision for Access Control in LLM-based Agent Systems

Xinfeng Li, Dong Huang, Jie Li, Hongyi Cai, Zhenhong Zhou, Wei Dong, XiaoFeng Wang, Yang Liu

机构 * Nanyang Technological University, Singapore（南洋理工大学，新加坡） ； National University of Singapore, Singapore（国立新加坡大学，新加坡） 纠错

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

Comments 11 pages, 1 figure

Detecting and Preventing Harmful Behaviors in AI Companions: Development and Evaluation of the SHIELD Supervisory System

Ziv Ben-Zion, Paul Raffelhüschen, Max Zettl, Antonia Lüönd, Achim Burrer, Philipp Homan, Tobias R Spiller

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

Towards Evaluating Proactive Risk Awareness of Multimodal Language Models

Youliang Yuan, Wenxiang Jiao, Yuejin Xie, Chihao Shen, Menghan Tian, Wenxuan Wang, Jen-tse Huang, Pinjia He

机构 * School of Data Science, The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）数据科学学院） ； Xiaohongshu Inc.（小红书公司） ； Renmin University of China（中国人民大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Comments Accepted by NeurIPS 2025 (Track on Datasets and Benchmarks)

InfraGPT Smart Infrastructure: An End-to-End VLM-Based Framework for Detecting and Managing Urban Defects

Ibrahim Sheikh Mohamed, Abdullah Yahya Abdullah Omaisan

机构 * Independent Researchers（独立研究者） 纠错

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

Beyond One World: Benchmarking Super Heros in Role-Playing Across Multiversal Contexts

Perapard Ngokpol, Kun Kerdthaisong, Pasin Buakhaw, Pitikorn Khlaisamniang, Supasate Vorathammathorn, Piyalitt Ittichaiwong, Nutchanon Yongsatianchot

机构 * Faculty of Engineering, Thammasat School of Engineering, Thammasat University（工程学院，泰国朱拉安高校工程学院，泰国朱拉安大学） ； Department of Computer Engineering and Digital Technology, Faculty of Engineering, Chulalongkorn University（计算机工程与数字技术系，工程学院，朱拉安大学） ； Artificial Intelligence Association of Thailand（泰国人工智能协会） ； School of Biomedical Engineering & Imaging Sciences, King’s College London（生物医学工程与成像科学学院，伦敦国王学院） ； Siriraj Informatics and Data Innovation Center (SIData+), Faculty of Medicine, Siriraj Hospital, Mahidol University（Siriraj信息与数据创新中心（SIData+），医学学院，Siriraj医院，玛希道大学） 纠错

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

A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers

Ming Hu, Chenglong Ma, Wei Li, Wanghan Xu, Jiamin Wu, Jucheng Hu, Tianbin Li, Guohang Zhuang, Jiaqi Liu, Yingzhou Lu, Ying Chen, Chaoyang Zhang, Cheng Tan, Jie Ying, Guocheng Wu, Shujian Gao, Pengcheng Chen, Jiashi Lin, Haitao Wu, Lulu Chen, Fengxiang Wang, Yuanyuan Zhang, Xiangyu Zhao, Feilong Tang, Encheng Su, Junzhi Ning, Xinyao Liu, Ye Du, Changkai Ji, Pengfei Jiang, Cheng Tang, Ziyan Huang, Jiyao Liu, Jiaqi Wei, Yuejin Yang, Xiang Zhang, Guangshuai Wang, Yue Yang, Huihui Xu, Ziyang Chen, Yizhou Wang, Chen Tang, Jianyu Wu, Yuchen Ren, Siyuan Yan, Zhonghua Wang, Zhongxing Xu, Shiyan Su, Shangquan Sun, Runkai Zhao, Zhisheng Zhang, Dingkang Yang, Jinjie Wei, Jiaqi Wang, Jiahao Xu, Jiangtao Yan, Wenhao Tang, Hongze Zhu, Yu Liu, Fudi Wang, Yiqing Shen, Yuanfeng Ji, Yanzhou Su, Tong Xie, Hongming Shan, Chun-Mei Feng, Zhi Hou, Diping Song, Lihao Liu, Yanyan Huang, Lequan Yu, Bin Fu, Shujun Wang, Xiaomeng Li, Xiaowei Hu, Yun Gu, Ben Fei, Benyou Wang, Yuewen Cao, Minjie Shen, Jie Xu, Haodong Duan, Fang Yan, Hongxia Hao, Jielan Li, Jiajun Du, Yanbo Wang, Imran Razzak, Zhongying Deng, Chi Zhang, Lijun Wu, Conghui He, Zhaohui Lu, Jinhai Huang, Wenqi Shao, Yihao Liu, Siqi Luo, Yi Xin, Xiaohong Liu, Fenghua Ling, Yuqiang Li, Aoran Wang, Siqi Sun, Qihao Zheng, Nanqing Dong, Tianfan Fu, Dongzhan Zhou, Yan Lu, Wenlong Zhang, Jin Ye, Jianfei Cai, Yirong Chen, Wanli Ouyang, Yu Qiao, Zongyuan Ge, Shixiang Tang, Junjun He, Chunfeng Song, Lei Bai, Bowen Zhou

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

GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images

Xiang Lan, Feng Wu, Kai He, Qinghao Zhao, Shenda Hong, Mengling Feng

机构 * National University of Singapore（新加坡国立大学） ； Peking University People’s Hospital（北京大学人民医院） ； Peking University（北京大学） 纠错

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

Comments NeurIPS 2025 Camera-Ready

Multilingual Text-to-Image Person Retrieval via Bidirectional Relation Reasoning and Aligning

Min Cao, Xinyu Zhou, Ding Jiang, Bo Du, Mang Ye, Min Zhang

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； School of Computer Science, Wuhan University（武汉大学计算机学院） ； Key Laboratory of New Generation Artificial Intelligence Technology & Its Interdisciplinary Applications (Southeast University), Ministry of Education, China（新 generation 人工智能技术及交叉应用重点实验室（东南大学），教育部，中国） 纠错

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

Comments Final version published in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Xplore link: https://ieeexplore.ieee.org/document/11199360

Empowering Real-World: A Survey on the Technology, Practice, and Evaluation of LLM-driven Industry Agents

Yihong Tang, Kehai Chen, Liang Yue, Jinxin Fan, Caishen Zhou, Xiaoguang Li, Yuyang Zhang, Mingming Zhao, Shixiong Kai, Kaiyang Guo, Xingshan Zeng, Wenjing Cun, Lifeng Shang, Min Zhang

机构 * School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China（计算机科学与技术学院，哈尔滨工业大学，深圳，中国） ； Huawei Technologies Co., Ltd.（华为技术有限公司） 纠错

专题命中 安全评测 ：safety(abstract)；分类 cs.CL

TaxoAlign: Scholarly Taxonomy Generation Using Language Models

Avishek Lahiri, Yufang Hou, Debarshi Kumar Sanyal

机构 * Indian Association for the Cultivation of Science（印度科学培养协会） ； IT:U Interdisciplinary Transformation University Austria（奥地利 interdisciplinary Transformation University） 纠错

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

Comments This paper has been accepted at the EMNLP 2025 Main Conference

Combining ECG Foundation Model and XGBoost to Predict In-Hospital Malignant Ventricular Arrhythmias in AMI Patients

Shun Huang, Wenlu Xing, Shijia Geng, Hailong Wang, Guangkun Nie, Gongzheng Tang, Chenyang He, Shenda Hong

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

Physics-Informed Large Language Models for HVAC Anomaly Detection with Autonomous Rule Generation

Subin Lin, Chuanbo Hua

机构 * Department of the Built Environment（环境学院） ； National University of Singapore（新加坡国立大学） ； InnoCore PRISM-AI ； KAIST（韩国科学技术院） 纠错

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

Comments NeurIPS 2025 Workshop of UrbanAI (Oral)

Evolution of AI Agent Registry Solutions: Centralized, Enterprise, and Distributed Approaches

Aditi Singh, Abul Ehtesham, Mahesh Lambe, Jared James Grogan, Abhishek Singh, Saket Kumar, Luca Muscariello, Vijoy Pandey, Guillaume Sauvage De Saint Marc, Pradyumna Chari, Ramesh Raskar

机构 * Cleveland State University（克利夫兰州立大学） ； Kent State University（肯特州立大学） ； Independent Researcher（独立研究者） ； Massachusetts Institute of Technology（麻省理工学院） ； Northeastern University（东北大学） 纠错

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

SketchMind: A Multi-Agent Cognitive Framework for Assessing Student-Drawn Scientific Sketches

Ehsan Latif, Zirak Khan, Xiaoming Zhai

机构 * AI4STEM Education Center University of Georgia（AI4STEM教育中心乔治亚大学） 纠错

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

Comments Submitted to NeurIPS2025

A Controllable Examination for Long-Context Language Models

Yijun Yang, Zeyu Huang, Wenhao Zhu, Zihan Qiu, Fei Yuan, Jeff Z. Pan, Ivan Titov

机构 * University of Edinburgh（爱丁堡大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Nanjing University（南京大学） ； Alibaba Group（阿里巴巴集团） ； University of Amsterdam（阿姆斯特丹大学） 纠错

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

Comments NeurIPS 2025 Dataset and Benchmark Track Spotlight

ARCO-BO: Adaptive Resource-aware COllaborative Bayesian Optimization for Heterogeneous Multi-Agent Design

Zihan Wang, Yi-Ping Chen, Tuba Dolar, Wei Chen

机构 * Department of Mechanical Engineering, Northwestern University（机械工程系，西北大学） 纠错

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

A Deep Learning Framework for Real-Time Image Processing in Medical Diagnostics: Enhancing Accuracy and Speed in Clinical Applications

Melika Filvantorkaman, Maral Filvan Torkaman

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

Comments 20 pages, 4 figures

AsyncVoice Agent: Real-Time Explanation for LLM Planning and Reasoning

Yueqian Lin, Zhengmian Hu, Jayakumar Subramanian, Qinsi Wang, Nikos Vlassis, Hai "Helen" Li, Yiran Chen

机构 * Duke University（杜克大学） ； Adobe Research（Adobe研究） 纠错

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

Comments Accepted to the IEEE ASRU 2025 Demo Track

Reliability of Large Language Model Generated Clinical Reasoning in Assisted Reproductive Technology: Blinded Comparative Evaluation Study

Dou Liu, Ying Long, Sophia Zuoqiu, Di Liu, Kang Li, Yiting Lin, Hanyi Liu, Rong Yin, Tian Tang

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

Subjective Evaluation Profile Analysis of Science Fiction Short Stories and its Critical-Theoretical Significance

Kazuyoshi Otsuka

机构 * Independent Researcher（独立研究者） 纠错

专题命中 安全评测 ：RLHF(abstract)；分类 cs.CL

Comments 38 pages. Manuscript submitted for review to the Journal of Computational Literary Studies (JCLS)

MergeBench: A Benchmark for Merging Domain-Specialized LLMs

Yifei He, Siqi Zeng, Yuzheng Hu, Rui Yang, Tong Zhang, Han Zhao

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments NeurIPS 2025 Track on Datasets and Benchmarks

HCR-Reasoner: Synergizing Large Language Models and Theory for Human-like Causal Reasoning

Yanxi Zhang, Xin Cong, Zhong Zhang, Xiao Liu, Dongyan Zhao, Yesai Wu

机构 * Center for Data Science, AAIS, Peking University（数据科学中心，AAIS，北京大学） ； Wangxuan Institute of Computer Technology, Peking University（王轩计算机技术研究所，北京大学） ； Tsinghua University（清华大学） ； State Key Laboratory of General Artificial Intelligence（通用人工智能国家重点实验室） 纠错

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