胡胜山
副研究员 硕士生导师
个人简介
教育经历 2010.9 - 2014.6:武汉大学,计算机科学与技术专业,本科毕业,获工学学士学位。 2014.9 - 2019.6:武汉大学,网络空间安全专业,研究生毕业,获工学博士学位。 2015.9 - 2019.7:香港城市大学,计算机科学专业,研究生毕业,获哲学博士学位。 工作经历 2019.7 - 至今:华中科技大学网络空间安全学院,担任副研究员。
研究领域
(一)机器学习算法安全:针对机器学习训练阶段,研究深度学习模型攻击与防御方法,重点探索针对模型注入攻击、后门攻击的防御技术;针对机器学习应用阶段,研究深度学习模型的欺骗与防御技术,重点探索多媒体数据对抗样本构造与检测方法,有效提高机器学习模型的鲁棒性与可靠性。 (二)机器学习数据安全:研究联邦学习场景下的数据保护技术,利用同态加密、差分隐私、可信硬件等安全防护技术,保护机器学习数据的隐私性、完整性与可靠性;研究基于加密数据的信息检索技术,特别关注文本、图像、音视频等多模态数据间的跨媒体查询。
学术兼职
担任以下国际权威期刊审稿人: (1) IEEE Transactions on Information Forensics and Security (TIFS) (CCF A 类,中科院一区) (2) IEEE Transactions on Dependable and Secure Computing (TDSC) (CCF A 类,中科院二区) (3) IEEE Transactions on Parallel and Distributed Systems (TPDS)(CCF A类,中科院二区) (4) IEEE Transactions on Computers (TC)(CCF A类,中科院二区) (5) IEEE Transactions on Services Computing (CCF B类,中科院二区) (6) World Wide Web Journal (CCF B类,中科院三区) (7) IEEE Communications Magazine (中科院一区) (8) IEEE Internet of Things Journal (中科院一区)
近期论文
Shengshan Hu, Yechao Zhang, Xiaogeng Liu, Leo Yu Zhang, Minghui Li*, and Hai Jin. "AdvHash: Set-to-set Targeted Attack on Deep Hashing with One Single Adversarial Patch". ACM MM 2021. (CCF A). Chaoxiang He, Bin Zhu, Xiaojing Ma*, Hai Jin and Shengshan Hu. "Feature Indistinguishable Attack to Circumvent Trapdoor-enabled Defense". ACM CCS 2021. (CCF A). Wei Wan, Jianrong Lu, Shengshan Hu*, Leo Yu Zhang, and Xiaobing Pei. "Shielding Federated Learning: A New Attack Approach and Its Defense". IEEE WCNC 2021. (CCF C). Dian Chen, Haobo Yuan, Shengshan Hu, Qian Wang*, and Cong Wang. "BOSSA: A Decentralized System for Proofs of Data Retrievability and Replication". IEEE TPDS 2020. (CCF A). Minghui Li, Sherman S. M. Chow, Shengshan Hu, Yuejing Yan, Chao Shen, and Qian Wang*. "Optimizing Privacy-Preserving Outsourced Convolutional Neural Network Predictions". IEEE TDSC 2020.. Lingchen Zhao, Shengshan Hu, Qian Wang*, Jianlin Jiang, Chao Shen, Xiangyang Luo. "Shielding Collaborative Learning: Mitigating Poisoning Attacks through Client-Side Detection". IEEE TDSC 2020. (CCF A,已接收). Shengshan Hu, Xingcan Shang, Zhan Qin, Minghui Li, Qian Wang*, and Cong Wang. "Adversarial Examples for Automatic Speech Recognition: Attacks and Countermeasures". IEEE Communications Magazine, Volume: 57, Issue: 10, Pages: 120-126, 2019. (中科院一区). Shengshan Hu, Chengjun Cai, Zhan Qin, Qian Wang*, and Cong Wang. "Augmenting Encrypted Search: A Decentralized Service Realization with Enforced Execution". IEEE TDSC 2019. (CCF A, 在线发表) . Shengshan Hu, Zhan Qin, Leo Yu Zhang, Qian Wang*, and Cong Wang. "Towards Private and Scalable Cross-Media Retrieval". IEEE TDSC 2019. (CCF A, 在线发表). Man Zhou, Zhan Qin, Xiu Lin, Shengshan Hu*, Qian Wang, and Kui Ren. Hidden Voice Commands: Attacks and Defenses on the VCS of Autonomous Driving Cars. IEEE Wireless Communications, Volume: 26, Issue: 5, Pages: 128-133, 2019. (中科院一区).