
姓名:钱亚冠职称:教授导师类型:硕导/博导
学位:博士专业:计算机毕业院校:浙江大学
研究方向:机器学习、大模型、人工智能安全
招生学位点:电子信息专硕(人工智能、计算机技术)、数据科学与工程学硕
联系方式:qianyg@yeah.net
实验室主页:https://lab.rjmart.cn/AISecurityLab
5篇代表性成果(论文、专利、奖项)
(1)Yaguan Qian*,Shuke He, Chenyu Zhao, Jiaqiang Sha, Wei Wang, Bin Wang. “LEA2: A Lightweight Ensemble Adversarial Attack via Non-overlapping Vulnerable Frequency Regions”, 2023.International Conference on Computer Vision (ICCV-23), Paris, France, 2023. (CCF-A,计算机视觉顶会)
(2)Yaguan Qian, Chenyu Zhao, Zhaoquan Gu*, Bin Wang*, Shouling Ji, Wei Wang, Yanchun Zhang. “F2AT: Feature-Focusing Adversarial Training via Disentanglement of Natural and Perturbed Patterns”.IEEE Transactions on Knowledge and Data Engineering(TKDE). 2025. (CCF-A,中科院 1区TOP, 人工智能与数据挖掘顶刊)
(3)Yaguan Qian, Kecheng Chen, Bin Wang*, Zhaoquan Gu*, Shouling Ji, Wei Wang, Yanchun Zhang. “Enhancing Transferability of AdversarialExamples through Mixed-Frequency Inputs”,IEEE Transactions on Information Forensics and Security(TIFS). 2024. (CCF-A,中科院 1区TOP, 网络安全顶刊)
(4)Yaguan Qian, Zhiqiang He, Yuqi Wang, Bin Wang*, Xiang Ling, Shaoning Zeng, Zhaoquan Gu, Haijiang Wang, and Wassim Swaileh. “Hierarchical Threshold Pruning Based on Uniform Response Criterion”,IEEE Transactions on Neural Networks and Learning Systems(TNNLS).2024,35(8), p.10869 - 10881 (CCF-B,中科院 1区TOP,人工智能顶刊)
(5)Yaguan Qian, Shenghui Huang, Bin Wang*, Xiang Ling, Xiaohui Guan, Zhaoquan Gu, Shaoning Zeng, Wujie Zhou, Haijiang Wang. “Robust Network Architecture Search via Feature Distortion Restraining”,In Proc. of the 17th European Conference on Computer Vision (ECCV-22), Tel-Aviv, Israel, 2022.(CCF-B,计算机视觉顶会)
主持项目(省部级以上纵向、或其他横向)
(1)国家自然科学基金,面上项目,面向视觉-语言预训练模型的多模态对抗迁移攻击(No.62476250),2025.1-2028.12.项目负责人
(2)浙江省自然科学基金,重点项目,对抗样本形成机理及其与深度神经网络的鲁棒性修复(No.LZ22F020007),2022.01-2024.12.项目负责人
(3)浙江省多维感知技术应用与安全重点实验室开放基金项目(HIKKL-20230008),智能系统的对抗样本防御关键技术研究,2023.01-2023.12. 项目负责人
(4)军委科技委国防科技创新特区项目,基于机器学习的xxx研究(No.1916321TS00105711), 2020.10-2021.0.项目负责人
(5)企业项目(海康威视),物联网边缘智能系统的安全技术研发,2020.11-2023.11.项目负责人
(6)浙江省自然科学基金,面上项目,基于机器学习的流量识别系统的安全性研究(No.LY17F020011),2017.01-2019.12.项目负责人