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Haowen Liu (刘 浩文) |
Biography
I'm studying for my joint MSc degree in Computer Science - Cybersecurity at EPFL and ETHZ. Before that, I obtained my BEng. in Information Security at SJTU in 2021. I am interested in Trustworthy Artificial Intelligence, particularly in the following research topics:- Robust Machine Learning Systems (Bysantine Resilience)
- Privacy of machine learning (Collaborative Learning, Encrypted Machine Learning, Differential Privacy)
- Robustness in deep learning (Adversarial Examples, Certified Training)
- Cryptography (Secure Multiparty Computation, Multiparty Homomorphic Encryption)
News
- [2024.02] Start my master project at Kudelski IoT as a Privacy Engineer!
- [2023.08] Start working as a ML R&D Software Engineer intern at CertCare!
- [2023.01] Join the Distributed Computing Lab at EPFL as a master research assistant!
Education
- 2021.09 - present, MSc. in Computer Science - Cybersecurity at IC/INFK, EPF Lausanne - ETH Zurich, Supervisors: Prof. Rachid Guerraoui, Prof. Boi Faltings.
- 2017.09 - 2021.06, BEng. in Information Security at SEIEE, Shanghai Jiao Tong University, Supervisors: Prof. Ping Yi & Jin Ma.
Experience
- 2024.02 - present, Privacy Engineer Intern at Kudelski IoT, Supervisor: Luca Gradassi, Prof. Boi Faltings.
- 2023.08 – 2024.02, Software Engineer Intern at OriginFood (CertCare), Supervisor: Pierre-Yves Bridel.
- 2023.01 – 2023.10, Research Assistant at EPF Lausanne, Supervisor: Prof. Rachid Guerraoui.
- 2019.10 – 2021.05, Research Assistant at Shanghai Jiao Tong University, Supervisor: Prof. Ping Yi
Publications
Manuscripts:
[1] Haowen Liu, Ping Yi*, Hsiao-Ying Lin, Jie Shi, Weidong Qiu. "DAFAR: Defending against Adversaries by Feedback-Autoencoder Reconstruction". arXiv preprint arXiv:2103.06487, 2021. [PDF]
Journals:
[1] Jie Chen, Lantian Mi, Chao Ping Chen*, Haowen Liu, Jinghui Jiang, and Wenbo Zhang, "Design of foveated contact lens display for augmented reality”, Optics Express (OE), Vol.27, No.26, pp. 38204-38219, 2019. [PDF]
Conferences:
[1] Jie Chen, Lantian Mi, Chao Ping Chen, Haowen Liu, Jinghui Jiang, Wenbo Zhang, and Yuan Liu “A foveated contact lens display for augmented reality”, Proc. SPIE, Optical Architectures for Displays and Sensing in Augmented, Virtual, and Mixed Reality (AR, VR, MR) (SPIE AR VR MR), in San Francisco, California, United States, 2020. (Oral) [PDF]
Patents:
[3] Ping Yi, Haowen Liu, Hsiao-Ying Lin, "System and Method of Adversarial Example Detection Based on Feedback Reconstruction”, 2020.11, Publication Number: WO/2022/104503
[2] Jianming Guo, Gongshen Liu, Ziang Chen, Haowen Liu, Zihan Liu, "A Semi Passive Security Analysis Tool for Industrial Control Network using Bayesian Attack Graph Technique”, 2020.12, Publication Number: CN112653582B
[1] Jie Chen, Chao Ping Chen, Haowen Liu, Jinghui Jiang, Lantian Mi, “Intraocular display device based on retinal scanning”, 2019.12, Publication Number: CN110955063B
Projects
- Attack Graph Generation Technique for V2X IoV, Bachelor Thesis (link).
- RowHammer mitigation method (link).
- A Semi Passive Security Analysis Tool for Industrial Control Network using Bayesian Attack Graph Technique, work of the 13th National College Student Information Security Contest. (code, link)
- Endogenous Security Neural Network Structure Against Adversarial Examples, cooperating with HUAWEI International, YBN2019105168-SOW06. (link)
- Retinal Scanning Display for Mixed Reality, the 34th PRP (Participation in Research Program) project, T030PRP34068. (link)
Awards
- 2021, Outstanding Individual Award in Cyber Security Innovation Joint Lab
- 2020, Third Prize for the 6th Qian Xuesen Cup Contest
- 2020, First Prize for the 13th National College Student Information Security Contest
- 2020, Honorable Mention for Interdisciplinary Contest In Modeling
- 2019, AY 2018-2019 Academic Progress Scholarship
- 2019, AY 2018-2019 Class C Scholarship
- 2019, Honorable Mention for Mathematical Contest In Modeling
- 2019, Outstanding Project in the 34th PRP
- 2018, Third Prize for the 35th National College Student Physics Contest
- 2017, Zhiyuan Honors Program of Engineering Scholarship