大模型对齐与安全

Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN

Abdelaziz Salama, Zeinab Nezami, Mohammed M. H. Qazzaz, Maryam Hafeez, Syed Ali Raza Zaidi

专题命中 安全评测 ：safety(abstract)

Journal ref IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2025

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions

Ruichen Zhang, Guangyuan Liu, Yinqiu Liu, Changyuan Zhao, Jiacheng Wang, Yunting Xu, Dusit Niyato, Jiawen Kang, Yonghui Li, Shiwen Mao, Sumei Sun, Xuemin Shen, Dong In Kim

专题命中 安全评测 ：trustworthy(abstract)

Trajectory-to-Action Pipeline (TAP): Automated Scenario Description Extraction for Autonomous Vehicle Behavior Comparison

Aron Harder, Madhur Behl

机构 * Department of Computer Science, University of Virginia（弗吉尼亚大学计算机科学系） 纠错

专题命中 安全评测 ：safety(abstract)

Comments 11 pages, 6 figures

Enhanced Drift-Aware Computer Vision Architecture for Autonomous Driving

Md Shahi Amran Hossain, Abu Shad Ahammed, Sayeri Mukherjee, Roman Obermaisser

机构 * Chair of Embedded Systems University of Siegen（嵌入系统教授会 University of Siegen） 纠错

专题命中 安全评测 ：safety(abstract)

SEER-VAR: Semantic Egocentric Environment Reasoner for Vehicle Augmented Reality

Yuzhi Lai, Shenghai Yuan, Peizheng Li, Jun Lou, Andreas Zell

专题命中 安全评测 ：alignment(abstract)

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models

Ziyan Kuang, Feiyu Zhu, Maowei Jiang, Yanzhao Lai, Zelin Wang, Zhitong Wang, Meikang Qiu, Jiajia Huang, Min Peng, Qianqian Xie, Sophia Ananiadou

专题命中 安全评测 ：trustworthy(abstract)

QA-VLM: Providing human-interpretable quality assessment for wire-feed laser additive manufacturing parts with Vision Language Models

Qiaojie Zheng, Jiucai Zhang, Joy Gockel, Michael B. Wakin, Craig Brice, Xiaoli Zhang

机构 * Mechanical Engineering, Colorado School of Mines（机械工程，科罗拉多矿业学院） ； Electrical Engineering, Colorado School of Mines（电气工程，科罗拉多矿业学院） 纠错

专题命中 安全评测 ：trustworthy(abstract)

Requirements-Driven Automated Software Testing: A Systematic Review

Fanyu Wang, Chetan Arora, Chakkrit Tantithamthavorn, Kaicheng Huang, Aldeida Aleti

专题命中 安全评测 ：alignment(abstract)

Comments Accepted by TOSEM

AudioSet-R: A Refined AudioSet with Multi-Stage LLM Label Reannotation

Yulin Sun, Qisheng Xu, Yi Su, Qian Zhu, Yong Dou, Xinwang Liu, Kele Xu

机构 * College of Computer Science and Technology, National University of Defense Technology（计算机科学与技术学院，国防科技大学） 纠错

专题命中 安全评测 ：alignment(abstract)

Comments 8 pages, 5 figures, accepted in ACM MM 2025 dataset track

Pixels Under Pressure: Exploring Fine-Tuning Paradigms for Foundation Models in High-Resolution Medical Imaging

Zahra TehraniNasab, Amar Kumar, Tal Arbel

专题命中 安全评测 ：alignment(abstract)

DCT-MARL: A Dynamic Communication Topology-Based MARL Algorithm for Connected Vehicle Platoon Control

Yaqi Xu, Yan Shi, Jin Tian, Fanzeng Xia, Tongxin Li, Shanzhi Chen, Yuming Ge

专题命中 安全评测 ：safety(abstract)

Referring Expression Instance Retrieval and A Strong End-to-End Baseline

Xiangzhao Hao, Kuan Zhu, Hongyu Guo, Haiyun Guo, Ning Jiang, Quan Lu, Ming Tang, Jinqiao Wang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Mashang Consumer Finance Co, Ltd（马商消费金融有限公司） 纠错

专题命中 安全评测 ：alignment(abstract)

Comments ACMMM2025

Integrating Density Functional Theory with Deep Neural Networks for Accurate Voltage Prediction in Alkali-Metal-Ion Battery Materials

Sk Mujaffar Hossain, Namitha Anna Koshi, Seung-Cheol Lee, G. P Das, Satadeep Bhattacharjee

专题命中 安全评测 ：alignment(abstract)

VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness

Dian Zheng, Ziqi Huang, Hongbo Liu, Kai Zou, Yinan He, Fan Zhang, Lulu Gu, Yuanhan Zhang, Jingwen He, Wei-Shi Zheng, Yu Qiao, Ziwei Liu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； S-Lab, Nanyang Technological University（南洋理工大学S实验室） ； Sun Yat-sen University（中山大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 安全评测 ：alignment(abstract)

Comments Equal contributions from first two authors. Project page: https://vchitect.github.io/VBench-2.0-project/ Code: https://github.com/Vchitect/VBench

DuCos: Duality Constrained Depth Super-Resolution via Foundation Model

Zhiqiang Yan, Zhengxue Wang, Haoye Dong, Jun Li, Jian Yang, Gim Hee Lee

机构 * National University of Singapore（国立新加坡大学） ； Nanjing University of Science and Technology（南京理工大学） 纠错

专题命中 安全评测 ：alignment(abstract)

Comments ICCV 2025

Bench2ADVLM: A Closed-Loop Benchmark for Vision-language Models in Autonomous Driving

Tianyuan Zhang, Ting Jin, Lu Wang, Jiangfan Liu, Siyuan Liang, Mingchuan Zhang, Aishan Liu, Xianglong Liu

机构 * Beihang University（北航大学） ； Nanyang Technological University（南洋理工大学） ； Henan University of Science and Technology（河南科技大学） 纠错

专题命中 安全评测 ：safety(abstract)

In-hoc Concept Representations to Regularise Deep Learning in Medical Imaging

Valentina Corbetta, Floris Six Dijkstra, Regina Beets-Tan, Hoel Kervadec, Kristoffer Wickstrøm, Wilson Silva

机构 * The Netherlands Cancer Institute（荷兰癌症研究所） ； Utrecht University（乌得勒支大学） ； Maastricht University（马斯特里赫特大学） ； University of Amsterdam（阿姆斯特丹大学） ； Amsterdam UMC（阿姆斯特丹大学医学中心） ； UiT The Arctic University of Norway（挪威北莫斯堡大学） 纠错

专题命中 安全评测 ：trustworthy(abstract)

Comments 13 pages, 13 figures, 2 tables, accepted at PHAROS-AFE-AIMI Workshop in conjunction with the International Conference on Computer Vision (ICCV), 2025. This is the submitted manuscript with added link to the github repo, funding acknowledgments and author names and affiliations, and a correction to numbers in Table 1. Final version not published yet

Large Language Models as Visualization Agents for Immersive Binary Reverse Engineering

Dennis Brown, Samuel Mulder

专题命中 安全评测 ：alignment(abstract)

Comments Accepted to IEEE VISSOFT 2025

MA-CBP: A Criminal Behavior Prediction Framework Based on Multi-Agent Asynchronous Collaboration

Cheng Liu, Daou Zhang, Tingxu Liu, Yuhan Wang, Jinyang Chen, Yuexuan Li, Xinying Xiao, Chenbo Xin, Ziru Wang, Weichao Wu

专题命中 安全评测 ：safety(abstract)

Deep Research: A Survey of Autonomous Research Agents

Wenlin Zhang, Xiaopeng Li, Yingyi Zhang, Pengyue Jia, Yichao Wang, Huifeng Guo, Yong Liu, Xiangyu Zhao

专题命中 安全评测 ：trustworthy(abstract)

ViT-EnsembleAttack: Augmenting Ensemble Models for Stronger Adversarial Transferability in Vision Transformers

Hanwen Cao, Haobo Lu, Xiaosen Wang, Kun He

机构 * School of Computer Science and Technology（计算机科学与技术学院） ； Huazhong University of Science and Technology（华中科技大学） 纠错

专题命中 安全评测 ：trustworthy(abstract)

Research Challenges and Progress in the End-to-End V2X Cooperative Autonomous Driving Competition

Ruiyang Hao, Haibao Yu, Jiaru Zhong, Chuanye Wang, Jiahao Wang, Yiming Kan, Wenxian Yang, Siqi Fan, Huilin Yin, Jianing Qiu, Yao Mu, Jiankai Sun, Li Chen, Walter Zimmer, Dandan Zhang, Shanghang Zhang, Mac Schwager, Ping Luo, Zaiqing Nie

机构 * Tsinghua University（清华大学） ； Hong Kong University（香港大学） ； Tongji University（同济大学） ； Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiao Tong University（上海交通大学） ； Stanford University（斯坦福大学） ； OpenDriveLab（OpenDrive实验室） ； Technical University of Munich（慕尼黑技术大学） ； Imperial College London（伦敦帝国理工学院） ； Peking University（北京大学） 纠错

专题命中 安全评测 ：safety(abstract)

Comments 10 pages, 4 figures, accepted by ICCVW Author list updated to match the camera-ready version, in compliance with conference policy

Logic Unseen: Revealing the Logical Blindspots of Vision-Language Models

Yuchen Zhou, Jiayu Tang, Shuo Yang, Xiaoyan Xiao, Yuqin Dai, Wenhao Yang, Chao Gou, Xiaobo Xia, Tat-Seng Chua

专题命中 安全评测 ：alignment(abstract)

UAV-VL-R1: Generalizing Vision-Language Models via Supervised Fine-Tuning and Multi-Stage GRPO for UAV Visual Reasoning

Jiajin Guan, Haibo Mei, Bonan Zhang, Dan Liu, Yuanshuang Fu, Yue Zhang

机构 * Research Institute of Electronic Science and Technology, University of Electronic Science and Technology of China（电子科学与技术研究院，电子科技大学） ； School of Aeronautics and Astronautics, University of Electronic Science and Technology of China（航空航天学院，电子科技大学） 纠错

专题命中 安全评测 ：alignment(abstract)

MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text

Ronghao Xu, Zhen Huang, Yangbo Wei, Xiaoqian Zhou, Zikang Xu, Ting Liu, Zihang Jiang, S. Kevin Zhou

专题命中 安全评测 ：trustworthy(abstract)

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation

Wenjie Zhao, Jia Li, Yunhui Guo

机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

专题命中 安全评测 ：safety(abstract)

A Chain of Diagnosis Framework for Accurate and Explainable Radiology Report Generation

Haibo Jin, Haoxuan Che, Sunan He, Hao Chen

机构 * Department of Computer Science and Engineering, Hong Kong University of Science and Technology（计算机科学与工程系，香港科学理工大学） 纠错

专题命中 安全评测 ：trustworthy(abstract)

Comments Accepted to IEEE TMI

LayLens: Improving Deepfake Understanding through Simplified Explanations

Abhijeet Narang, Parul Gupta, Liuyijia Su, Abhinav Dhall

机构 * Monash University（墨尔本大学） 纠错

专题命中 安全评测 ：trustworthy(abstract)

Comments Accepted to ACM ICMI 2025 Demos

Making Teams and Influencing Agents: Efficiently Coordinating Decision Trees for Interpretable Multi-Agent Reinforcement Learning

Rex Chen, Stephanie Milani, Zhicheng Zhang, Norman Sadeh, Fei Fang

专题命中 安全评测 ：safety(abstract)

Comments 17 pages; 2 tables; 12 figures; accepted version, published at the 8th AAAI/ACM Conference on AI, Ethics and Society (AIES '25)

Dopamine Audiobook: A Training-free MLLM Agent for Emotional and Immersive Audiobook Generation

Yan Rong, Shan Yang, Chenxing Li, Dong Yu, Li Liu

专题命中 安全评测 ：alignment(abstract)