Welcome to my homepage!
I am a Research Fellow at Continental-NTU Corporate Lab, Nanyang Technological University. I received my Ph.D. from the College of Computing and Data Science, Nanyang Technological University, advised by Assoc Prof. Tianwei Zhang. Before that, I was a Visiting Scholar at BMW-NTU Future Mobility Energy Research Institute and a Research Associate at NTU.
Research Interests- Autonomous Driving Security & Safety
- AI Security & Pravicy.
- [09-2024] One paper is accepted by NeurIPS!
- [05-2024] One paper is accepted by KDD!
- [04-2024] Two papers are accepted by ACM CCS!
- [11-2023] I created a ChatGPT agent StoryTelling_GPT, which can violate its content policy and produce dirty words!!! Play for fun!!!
- [09-2023] One paper is accepted by IEEE TSC!
- [07-2023] Our team is funded by AISG Grand Challenge: Towards Building Unified AV Scene Representation for Physical AV Adversarial Attacks and Visual Robustness Enhancement. And I introduce our defense framework against physical adversarial attack for autonomous driving to the Senior Minister of State for Defence Heng Chee How. (News coverage: CNA, Lianhe Zaobao (联合早报), MINDEF,etc.)
| Conference/Journal | * Corresponding |
|---|---|
| [NeurIPS ‘24] | Beware of Road Markings: A New Adversarial Patch Attack to Monocular Depth Estimation Hangcheng Liu, Zhenhu Wu, Hao Wang, Xingshuo Han*, Shangwei Guo, Tao Xiang, Tianwei Zhang. Neural Information Processing Systems. (CCF-A) |
| [CCS ‘24] | VisionGuard: Secure and Robust Visual Perception of Autonomous Vehicles in Practice. Xingshuo Han, Haozhao Wang, Kangqiao Zhao, Gelei Deng, Yuan Xu, Hangcheng Liu, Han Qiu, Tianwei Zhang. ACM Conference on Computer and Communications Security. (CCF-A) |
| [S&P ‘24] | Backdooring Multimodal Learning. Xingshuo Han, Yutong Wu, Qingjie Zhang, Yuan Zhou, Yuan Xu, Han Qiu, Guowen Xu, Tianwei Zhang. IEEE Symposium on Security and Privacy. (CCF-A) |
| [KDD ‘24] | FedNLR: Federated Learning with Neuron-wise Learning Rates. Haozhao Wang, Peirong Zheng, Xingshuo Han, Wenchao Xu, Ruixuan Li, Tianwei Zhang. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. (CCF-A) |
| [CCS ‘24] | PhyScout: Detecting Sensor Spoofing Attacks via Spatio-temporal Consistency. Yuan Xu, Gelei Deng, Xingshuo Han, Guanlin Li, Han Qiu, Tianwei Zhang. ACM Conference on Computer and Communications Security. (CCF-A) |
| [Usenix Sec ‘24] | The Unseen Navigator: Unveiling the Hidden Dimension of Localization Security on Autonomous Driving. Junqi Zhang, Shaoyin Cheng, Linqing Hu, Chengyu Shi, Jie Zhang, Xingshuo Han, Tianwei Zhang, Yueqiang Cheng, Weiming Zhang. Usenix Security. (CCF-A) |
| [TSC ‘23] | An Adaptive Secure and Practical Data Sharing System with Verifiable Outsourced Decryption. Shengmin Xu, Xingshuo Han*, Guowen Xu, Jianting Ning, Xinyi Huang, Robert H. Deng. IEEE Transactions on Services Computing. (CCF-A) |
| [ICCV ‘23] | Computation and Data Efficient Backdoor Attacks Yutong Wu, Xingshuo Han, Han Qiu, Tianwei Zhang. IEEE International Conference on Computer Vision. (CCF-A) |
| [Euro S&P ‘23] | SoK: Rethinking Sensor Spoofing Attacks against Robotic Vehicles from a Systematic View. Yuan Xu, Xingshuo Han, Gelei Deng, Yang Liu, Jiwei Li, Tianwei Zhang. IEEE European Symposium on Security and Privacy. (CCF-C) |
| [TDSC ‘23] | SIMC 2.0: Improved Secure ML Inference Against Malicious Clients. Guowen Xu, Xingshuo Han, Tianwei Zhang, Shengmin Xu, Jianting Ning, Xinyi Huang, Hongwei Li, Robert H.Deng. IEEE Transactions on Dependable and Secure Computing. (CCF-A) |
| [TDSC ‘23] | VerifyML: Obliviously Checking Model Fairness Resilient to Malicious Model Holder. Guowen Xu, Xingshuo Han, Gelei Deng, Tianwei Zhang, Shengmin Xu, Anjia Yang, Hongwei Li. IEEE Transactions on Dependable and Secure Computing. (CCF-A) |
| [MM ‘22] | Physical Backdoor Attacks to Lane Detection Systems in Autonomous Driving. Xingshuo Han, Guowen Xu, Yuan Zhou, Xuehuan Yang, Jiwei Li, Tianwei Zhang. ACM International Conference on Multimedia. (CCF-A) |
| [TDSC ‘22] | Hercules: Boosting the Performance of Privacy-preserving Federated Learning. Guowen Xu, Xingshuo Han*, Shengmin Xu, Tianwei Zhang, Hongwei Li, Xinyi Huang, Robert H Deng. IEEE Transactions on Dependable and Secure Computing. (CCF-A) |
| [TITS ‘22] | Secure Data Sharing with Flexible Cross-domain Authorization in Autonomous Vehicle Systems. Jianfei Sun, Guowen Xu, Tianwei Zhang, Xiaochun Cheng, Xingshuo Han, Mingjian Tang. IEEE Transactions on Intelligent Transportation Systems. (Q1, CCF-B) |
| [TITS ‘22] | ADS-lead: Lifelong Anomaly Detection in Autonomous Driving Systems. Xingshuo Han, Yuan Zhou, Kangjie Chen, Han Qiu, Meikang Qiu, Yang Liu, Tianwei Zhang. IEEE Transactions on Intelligent Transportation Systems. (Q1, CCF-B) |
| [ISPA ‘21] | A Unified Anomaly Detection Methodology for Lane-Following of Autonomous Driving Systems. Most Innovative Paper Award. Xingshuo Han, Kangjie Chen, Yuan Zhou, Meikang Qiu, Chun Fan, Yang Liu, Tianwei Zhang. IEEE International Symposium on Parallel and Distributed Processing with Applications. (CCF-C) |
- EuroS&P ‘25 Program Committee Member
- SaTML ‘25 Program Committee Member
- AAAI ‘25 Program Committee Member
- Reviewer for NeurIPS, CVPR, ECCV, ICCV, MM, and several IEEE Transaction journals.