Siyuan Cheng

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 29

Top Topics

Diffusion Models

Knowledge Extraction

Top Venues

USENIX Security Symposium

Publications

Siyuan Cheng, Guanhong Tao, Yingqi Liu, Guangyu Shen, Shengwei An, Shiwei Feng, Xiangzhe Xu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang
LOTUS: Evasive and Resilient Backdoor Attacks through Sub-Partitioning. CoRR (2024)
Shengwei An, Sheng-Yen Chou, Kaiyuan Zhang, Qiuling Xu, Guanhong Tao, Guangyu Shen, Siyuan Cheng, Shiqing Ma, Pin-Yu Chen, Tsung-Yi Ho, Xiangyu Zhang
Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift. AAAI (2024)
Guanhong Tao, Siyuan Cheng, Zhuo Zhang, Junmin Zhu, Guangyu Shen, Xiangyu Zhang
Opening A Pandora's Box: Things You Should Know in the Era of Custom GPTs. CoRR (2024)
Shengwei An, Lu Yan, Siyuan Cheng, Guangyu Shen, Kaiyuan Zhang, Qiuling Xu, Guanhong Tao, Xiangyu Zhang
Rethinking the Invisible Protection against Unauthorized Image Usage in Stable Diffusion. USENIX Security Symposium (2024)
Guangyu Shen, Siyuan Cheng, Kaiyuan Zhang, Guanhong Tao, Shengwei An, Lu Yan, Zhuo Zhang, Shiqing Ma, Xiangyu Zhang
Rapid Optimization for Jailbreaking LLMs via Subconscious Exploitation and Echopraxia. CoRR (2024)
Siyuan Cheng, Guangyu Shen, Kaiyuan Zhang, Guanhong Tao, Shengwei An, Hanxi Guo, Shiqing Ma, Xiangyu Zhang
UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening. CoRR (2024)
Shengwei An, Sheng-Yen Chou, Kaiyuan Zhang, Qiuling Xu, Guanhong Tao, Guangyu Shen, Siyuan Cheng, Shiqing Ma, Pin-Yu Chen, Tsung-Yi Ho, Xiangyu Zhang
Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift. CoRR (2023)
Siyuan Cheng, Guanhong Tao, Yingqi Liu, Shengwei An, Xiangzhe Xu, Shiwei Feng, Guangyu Shen, Kaiyuan Zhang, Qiuling Xu, Shiqing Ma, Xiangyu Zhang
BEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense. NDSS (2023)
Xiangzhe Xu, Shiwei Feng, Yapeng Ye, Guangyu Shen, Zian Su, Siyuan Cheng, Guanhong Tao, Qingkai Shi, Zhuo Zhang, Xiangyu Zhang
Improving Binary Code Similarity Transformer Models by Semantics-Driven Instruction Deemphasis. ISSTA (2023)
Shiwei Feng, Guanhong Tao, Siyuan Cheng, Guangyu Shen, Xiangzhe Xu, Yingqi Liu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang
Detecting Backdoors in Pre-trained Encoders. CVPR (2023)
Siyuan Cheng, Guanhong Tao, Yingqi Liu, Shengwei An, Xiangzhe Xu, Shiwei Feng, Guangyu Shen, Kaiyuan Zhang, Qiuling Xu, Shiqing Ma, Xiangyu Zhang
BEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense. CoRR (2023)
Shiwei Feng, Guanhong Tao, Siyuan Cheng, Guangyu Shen, Xiangzhe Xu, Yingqi Liu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang
Detecting Backdoors in Pre-trained Encoders. CoRR (2023)
Guanhong Tao, Shengwei An, Siyuan Cheng, Guangyu Shen, Xiangyu Zhang
Hard-label Black-box Universal Adversarial Patch Attack. USENIX Security Symposium (2023)
Zhuo Zhang, Guangyu Shen, Guanhong Tao, Siyuan Cheng, Xiangyu Zhang
Make Them Spill the Beans! Coercive Knowledge Extraction from (Production) LLMs. CoRR (2023)
Guangyu Shen, Siyuan Cheng, Guanhong Tao, Kaiyuan Zhang, Yingqi Liu, Shengwei An, Shiqing Ma, Xiangyu Zhang
Django: Detecting Trojans in Object Detection Models via Gaussian Focus Calibration. NeurIPS (2023)
Xiangzhe Xu, Zhou Xuan, Shiwei Feng, Siyuan Cheng, Yapeng Ye, Qingkai Shi, Guanhong Tao, Le Yu, Zhuo Zhang, Xiangyu Zhang
PEM: Representing Binary Program Semantics for Similarity Analysis via a Probabilistic Execution Model. CoRR (2023)
Qiuling Xu, Guanhong Tao, Jean Honorio, Yingqi Liu, Shengwei An, Guangyu Shen, Siyuan Cheng, Xiangyu Zhang
MEDIC: Remove Model Backdoors via Importance Driven Cloning. CVPR (2023)
Kaiyuan Zhang, Guanhong Tao, Qiuling Xu, Siyuan Cheng, Shengwei An, Yingqi Liu, Shiwei Feng, Guangyu Shen, Pin-Yu Chen, Shiqing Ma, Xiangyu Zhang
FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning. ICLR (2023)
Xiangzhe Xu, Zhuo Zhang, Shiwei Feng, Yapeng Ye, Zian Su, Nan Jiang, Siyuan Cheng, Lin Tan, Xiangyu Zhang
LmPa: Improving Decompilation by Synergy of Large Language Model and Program Analysis. CoRR (2023)
Shengwei An, Yuan Yao, Qiuling Xu, Shiqing Ma, Guanhong Tao, Siyuan Cheng, Kaiyuan Zhang, Yingqi Liu, Guangyu Shen, Ian Kelk, Xiangyu Zhang
ImU: Physical Impersonating Attack for Face Recognition System with Natural Style Changes. SP (2023)
Guanhong Tao, Yingqi Liu, Siyuan Cheng, Shengwei An, Zhuo Zhang, Qiuling Xu, Guangyu Shen, Xiangyu Zhang
DECK: Model Hardening for Defending Pervasive Backdoors. CoRR (2022)
Guanhong Tao, Zhenting Wang, Siyuan Cheng, Shiqing Ma, Shengwei An, Yingqi Liu, Guangyu Shen, Zhuo Zhang, Yunshu Mao, Xiangyu Zhang
Backdoor Vulnerabilities in Normally Trained Deep Learning Models. CoRR (2022)
Kaiyuan Zhang, Guanhong Tao, Qiuling Xu, Siyuan Cheng, Shengwei An, Yingqi Liu, Shiwei Feng, Guangyu Shen, Pin-Yu Chen, Shiqing Ma, Xiangyu Zhang
FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning. CoRR (2022)
Qiuling Xu, Guanhong Tao, Siyuan Cheng, Xiangyu Zhang
Towards Feature Space Adversarial Attack by Style Perturbation. AAAI (2021)
Guangyu Shen, Yingqi Liu, Guanhong Tao, Shengwei An, Qiuling Xu, Siyuan Cheng, Shiqing Ma, Xiangyu Zhang
Backdoor Scanning for Deep Neural Networks through K-Arm Optimization. CoRR (2021)
Guangyu Shen, Yingqi Liu, Guanhong Tao, Shengwei An, Qiuling Xu, Siyuan Cheng, Shiqing Ma, Xiangyu Zhang
Backdoor Scanning for Deep Neural Networks through K-Arm Optimization. ICML (2021)
Siyuan Cheng, Yingqi Liu, Shiqing Ma, Xiangyu Zhang
Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification. AAAI (2021)
Siyuan Cheng, Yingqi Liu, Shiqing Ma, Xiangyu Zhang
Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification. CoRR (2020)
Qiuling Xu, Guanhong Tao, Siyuan Cheng, Lin Tan, Xiangyu Zhang
Towards Feature Space Adversarial Attack. CoRR (2020)