Publications (by Year)

Preprints:

Publications (not a complete list):

Xinyu Zhang, Qingyu Liu, Zhongjie Ba, Yuan Hong, Tianhang Zheng, Feng Lin, Li Lu, Kui Ren, “Fltracer: Accurate poisoning attack provenance in federated learning” In IEEE Transactions on Information Forensics and Security (TIFS, CCF-A)

Tianhang Zheng, Baochun Li, “CMI: Client-Targeted Membership Inference in Federated Learning” In IEEE Transactions on Dependable and Secure Computing (TDSC, CCF-A)

Tianhang Zheng, Hao Lan, Baochun Li “Be Careful with PyPI Packages: You May Unconsciously Spread Backdoor Model Weights” In Proceedings of the 6th Conference on Machine Learning and Systems (MLSys 2023) (MLSys 2023)

Tianhang Zheng, Baochun Li, “InfoCensor: An Information-Theoretic Framework against Sensitive Attribute Inference and Demographic Disparity” In ACM ASIA Conference on Computer and Communications Security (AsiaCCS 2022) GitHub

Tianhang Zheng, Baochun Li “Poisoning Attacks on Deep Learning based Wireless Traffic Prediction” In IEEE INFOCOM 2022-IEEE Conference on Computer Communication (INFOCOM 2022, CCF-A)

Yi Zhu, Chenglin Miao, Tianhang Zheng, Foad Hajiaghajani, Lu Su, Chunming Qiao “Can We Use Arbitrary Objects to Attack LiDAR Perception in Autonomous Driving?” In ACM Conference on Computer and Communications Security, 2021 (CCS 2021, CCF-A)

Hengtong Zhang, Tianhang Zheng, Jing Gao, Yaliang Li, Lu Su and Bo Li “Profanity-Avoiding Training Framework for Seq2seq Models with Certified Robustness” In Empirical Methods in Natural Language Processing, 2021 (EMNLP21)

Tianhang Zheng, Baochun Li “First-Order Efficient General-Purpose Clean-Label Data Poisoning” In IEEE INFOCOM 2021-IEEE Conference on Computer Communication (INFOCOM 2021, CCF-A)

Zhongjie Ba, Tianhang Zheng (co-first author), Xinyu Zhang, Zhan Qin, Baochun Li, Xue Liu, Kui Ren “Learning-based Practical Smartphone Eavesdropping with Built-in Accelerometer” In Proceedings of the 26th Annual Network and Distributed System Security Symposium (NDSS 2020) (equal contribution)

Tianhang Zheng, Changyou Chen, Junsong Yuan, Bo Li, and Kui Ren. “PointCloud Saliency Maps” In Proceedings of the IEEE International Conference on Computer Vision, 2019 (ICCV19)

Hengtong Zhang, Tianhang Zheng, Jing Gao, Chenglin Miao, Lu Su, Yaliang Li, and Kui Ren. “Data poisoning attack against knowledge graph embedding” In Proceedings of the 28th International Joint Conference on Artificial Intelligence, AAAI Press, 2019 (IJCAI19)

Tianhang Zheng, Changyou Chen, and Kui Ren. “Distributionally adversarial attack” In Proceedings of the AAAI Conference on Artificial Intelligence, 2019 (AAAI 2019)

Qi Wei, Kai Fan, Wenlin Wang, Tianhang Zheng, Chakraborty Amit, Katherine Heller, Changyou Chen, and Kui Ren “InverseNet: Solving Inverse Problems of Multimedia Data with Splitting Networks” In 2019 IEEE International Conference on Multimedia and Expo, pp. 1324-1329. IEEE, 2019 (ICME 2019)

Tianhang Zheng, Zhi Sun, and Kui Ren. “FID: Function Modeling-based Data-Independent and Channel-Robust Physical-Layer Identification” In IEEE INFOCOM 2019-IEEE Conference on Computer Communications (INFOCOM 2019)