网络科学与网络空间研究院

Institute for Network Sciences and Cyberspace

姓名:邱寒

职称:助理教授

邮箱:qiuhan@tsinghua.edu.cn

主页地址:https://qiuhan.info/

教育背景

工学博士(计算机网络),巴黎高科电信学院(Telecom-ParisTech),法国,2017
工学硕士(网络与安全),巴黎高科电信学院(Telecom-ParisTech),法国,2013
工学学士(通信工程),北京邮电大学,中国2011

工作履历

助理教授、博士生导师,清华大学,2021至今
研究工程师,LINCS Lab,法国,2020-2021
博士后,巴黎高科电信学院(Telecom-ParisTech),2017-2019

社会兼职

Elsevier Journal of System Architecture – Special Issue on Data Synthesis and Evaluation for Data-Oriented AI Systems 特邀编委
IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA) 2021 程序委员会主席
Springer International Conference on Knowledge Science, Engineering and Management (KSEM) 2021 程序委员会主席
担任IEEE INFOCOM, IEEE ISCC, IEEE TC, IEEE TCC, IEEE TII, IEEE TNSM, IEEE TBD等多个国际学术会议与期刊评委

研究领域

机器学习与安全
大数据安全
智能交通安全

研究概况

长期从事与大数据系统和大数据应用安全相关的研究。研究重点关注以探究和利用不同大数据本质为基础的数据与系统安全保护方法。通过构建以数据为中心的高效安全方法与协议,实现云计算系统、多媒体大数据系统的数据安全,人工智能系统、智能交通系统的系统安全等。近年来的主要研究成果包括:
1. 人工智能系统安全:设计了多种人工智能系统的安全方法,能有效保证人工智能系统的可靠性(防御针对深度学习系统的对抗攻击),安全(防御针对神经网络系统的后门攻击)与数据隐私(防御针对联邦学习系统的梯度泄漏攻击)等。
2. 大数据安全:基于以面向数据为基础的思想,结合选择性加密与分割存储等方法,设计了针对多种大数据系统的数据安全方法,能保证大数据在不可信任传输媒介或多安全威胁来源的复杂场景下实现安全传输、安全存储等。
3. 智能交通安全协议:基于深度学习算法,实现了在智能交通场景下的智能安全协议比如密钥分发协议等,参与设计了欧盟智能交通与车联网安全协议草案。

奖励与荣誉

Springer ICA3PP 2020 Best Paper Award
Springer SmartCom 2019 Best Paper Award

学术成果

Han Qiu, Yi Zeng, Qinkai Zheng, Shangwei Guo, Tianwei Zhang, and Hewu Li. “An Efficient Preprocessing-based Approach to Mitigate Advanced Adversarial Attacks.” IEEE Transactions on Computers (2021).

Han Qiu, Zeng Yi, Shangwei Guo, Tianwei Zhang, Meikang Qiu, and Bhavani Thuraisingham. “DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data Augmentation.” ACM AsiaCCS 2021.

Shangwei Guo, Tianwei Zhang, Han Qiu, Yi Zeng, Tao Xiang, and Yang Liu. “Fine-tuning Is Not Enough: A Simple yet Effective Watermark Removal Attack for DNN Models.” IJCAI 2021.

Wei Gao, Shangwei Guo, Tianwei Zhang, Han Qiu, Yonggang Wen, and Yang Liu. “Privacy-preserving Collaborative Learning with Automatic Transformation Search.” IEEE/CVF CVPR 2021 (oral presentation).

Han Qiu, Tian Dong, Tianwei Zhang, Jialiang Lu, Gerard Memmi, and Meikang Qiu. “Adversarial Attacks against Network Intrusion Detection in IoT Systems.” IEEE Internet of Things Journal (2020).

Zhang, Tianzhu, Han Qiu, Leonardo Linguaglossa, Walter Cerroni, and Paolo Giaccone. “NFV Platforms: Taxonomy, Design Choices and Future Challenges.” IEEE Transactions on Network and Service Management (2020).

Han Qiu, Qinkai Zheng, Mounira Msahli, Gerard Memmi, Meikang Qiu, and Jialiang Lu. “Topological Graph Convolutional Network-Based Urban Traffic Flow and Density Prediction.” IEEE Transactions on Intelligent Transportation Systems (2020).

Yi Zeng, Han Qiu, Gerard Memmi, and Meikang Qiu. “A Data Augmentation-based Defense Method Against Adversarial Attacks in Neural Networks.” Springer ICA3PP 2020.

Han Qiu, Qinkai Zheng, Tianwei Zhang, Meikang Qiu, Gerard Memmi, and Jialiang Lu. “Towards secure and efficient deep learning inference in dependable IoT systems.” IEEE Internet of Things Journal (2020).

Han Qiu, Qinkai Zheng, Gerard Memmi, Jialiang Lu, Meikang Qiu, and Bhavani Thuraisingham. “Deep Residual Learning-Based Enhanced JPEG Compression in the Internet of Things.” IEEE Transactions on Industrial Informatics (2020).

Han Qiu, Meikang Qiu, and Zhihui Lu. “Selective encryption on ECG data in body sensor network based on supervised machine learning.” Elsevier Information Fusion (2020).

Han Qiu, Meikang Qiu, Meiqin Liu, and Gerard Memmi. “Secure health data sharing for medical cyber-physical systems for the healthcare 4.0.” IEEE Journal of Biomedical and Health Informatics (2020).

Han Qiu, Meikang Qiu, Meiqin Liu, and Zhong Ming. “Lightweight selective encryption for social data protection based on EBCOT coding.” IEEE Transactions on Computational Social Systems (2020).

Han Qiu, Qinkai Zheng, Meikang Qiu, and Gerard Memmi. “DC Coefficients Recovery from AC Coefficients in the JPEG Compression Scenario.” Springer SmartCom 2019.

Han Qiu, Katarzyna Kapusta, Zhihui Lu, Meikang Qiu, and Gerard Memmi. “All-Or-Nothing data protection for ubiquitous communication: Challenges and perspectives.” Elsevier Information Sciences (2019).

Han Qiu, Meikang Qiu, Zhihui Lu, and Gerard Memmi. “An efficient key distribution system for data fusion in v2x heterogeneous networks.” Elsevier Information Fusion (2019).

Han Qiu, Hassan Noura, Meikang Qiu, Zhong Ming, and Gerard Memmi. “A user-centric data protection method for cloud storage based on invertible DWT.” IEEE Transactions on Cloud Computing (2019).

Han Qiu, Meikang Qiu, and Ruqian Lu. “Secure v2x communication network based on intelligent pki and edge computing.” IEEE Network (2019).

Han Qiu, Meikang Qiu, Gerard Memmi, Zhong Ming, and Meiqin Liu. “A dynamic scalable blockchain based communication architecture for IoT.” Springer SmartBlock 2018.

Han Qiu, Nathalie Enfrin, and Gerard Memmi. “A case study for practical issues of DCT based bitmap selective encryption methods.” IEEE SSIC, 2018.

Han Qiu, Gerard Memmi, and Hassan Noura. “An efficient secure storage scheme based on information fragmentation.” IEEE CSCloud 2017.

Gerard Memmi, Katarzyna Kapusta, and Han Qiu. “Data protection: Combining fragmentation, encryption, and dispersion.” IEEE SSIC 2015.

Han Qiu, and Gerard Memmi. “Fast selective encryption methods for bitmap images.” International Journal of Multimedia Data Engineering and Management (2015).

Han Qiu, and Gerard Memmi. “Fast selective encryption method for bitmaps based on GPU acceleration.” IEEE ISM 2014.