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2020 – today
- 2026
[j7]Tiehang Duan
, Zhenyi Wang, Li Shen, Siyu Luan, Fang Li, Gianfranco Doretto, Donald A. Adjeroh, Shuteng Niu, Jianfu Li, Cui Tao:
Teleportation: Defense Against Stealing Attacks of Data-Driven Healthcare APIs. IEEE Trans. Artif. Intell. 7(3): 1273-1289 (2026)- [j6]Zhenyi Wang, Siyu Luan:
AI Security in the Foundation Model Era: A Comprehensive Survey from a Unified Perspective. Trans. Mach. Learn. Res. 2026 (2026) - [i1]Zhenyi Wang, Siyu Luan:
AI Security in the Foundation Model Era: A Comprehensive Survey from a Unified Perspective. CoRR abs/2603.24857 (2026) - 2025
- [c3]Siyu Luan, Zhenyi Wang, Li Shen, Zonghua Gu, Chao Wu, Dacheng Tao:
Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense. ICLR 2025 - 2024
- [c2]Zhenyi Wang, Li Shen, Junfeng Guo, Tiehang Duan, Siyu Luan, Tongliang Liu, Mingchen Gao:
Training A Secure Model Against Data-Free Model Extraction. ECCV (79) 2024: 323-340 - 2023
- [b1]Siyu Luan:
Towards safe and efficient application of deep neural networks in resource-constrained real-time embedded systems. Umea University, Sweden, 2023 - [j5]Siyu Luan, Zonghua Gu, Rui Xu, Qingling Zhao, Gang Chen:
LRP-based network pruning and policy distillation of robust and non-robust DRL agents for embedded systems. Concurr. Comput. Pract. Exp. 35(19) (2023) - [j4]Siyu Luan, Zonghua Gu, Amin Saremi, Leonid B. Freidovich, Lili Jiang, Shaohua Wan:
Timing Performance Benchmarking of Out-of-Distribution Detection Algorithms. J. Signal Process. Syst. 95(12): 1355-1370 (2023) - [j3]Siyu Luan, Zonghua Gu, Shaohua Wan:
Efficient Performance Prediction of End-to-End Autonomous Driving Under Continuous Distribution Shifts Based on Anomaly Detection. J. Signal Process. Syst. 95(12): 1455-1468 (2023) - 2022
- [j2]Qingling Zhao, Mingqiang Chen, Zonghua Gu, Siyu Luan, Haibo Zeng, Samarjit Chakraborty:
CAN Bus Intrusion Detection Based on Auxiliary Classifier GAN and Out-of-distribution Detection. ACM Trans. Embed. Comput. Syst. 21(4): 45:1-45:30 (2022) - [c1]Rui Xu, Siyu Luan, Zonghua Gu, Qingling Zhao, Gang Chen:
LRP-based Policy Pruning and Distillation of Reinforcement Learning Agents for Embedded Systems. ISORC 2022: 1-8 - 2021
- [j1]Siyu Luan, Zonghua Gu, Leonid B. Freidovich, Lili Jiang, Qingling Zhao:
Out-of-Distribution Detection for Deep Neural Networks With Isolation Forest and Local Outlier Factor. IEEE Access 9: 132980-132989 (2021)
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