Cheng, Siyuan

22 publications

CVPR 2025 CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI Siyuan Cheng, Lingjuan Lyu, Zhenting Wang, Xiangyu Zhang, Vikash Sehwag

ICCV 2025 JailbreakDiffBench: A Comprehensive Benchmark for Jailbreaking Diffusion Models Xiaolong Jin, Zixuan Weng, Hanxi Guo, Chenlong Yin, Siyuan Cheng, Guangyu Shen, Xiangyu Zhang

NeurIPS 2024 BiScope: AI-Generated Text Detection by Checking Memorization of Preceding Tokens Hanxi Guo, Siyuan Cheng, Xiaolong Jin, Zhuo Zhang, Kaiyuan Zhang, Guanhong Tao, Guangyu Shen, Xiangyu Zhang

AAAI 2024 Editing Language Model-Based Knowledge Graph Embeddings Siyuan Cheng, Ningyu Zhang, Bozhong Tian, Xi Chen, Qingbin Liu, Huajun Chen

AAAI 2024 Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift 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

IJCAI 2024 InstructEdit: Instruction-Based Knowledge Editing for Large Language Models Ningyu Zhang, Bozhong Tian, Siyuan Cheng, Xiaozhuan Liang, Yi Hu, Kouying Xue, Yanjie Gou, Xi Chen, Huajun Chen

CVPR 2024 LOTUS: Evasive and Resilient Backdoor Attacks Through Sub-Partitioning Siyuan Cheng, Guanhong Tao, Yingqi Liu, Guangyu Shen, Shengwei An, Shiwei Feng, Xiangzhe Xu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang

NeurIPSW 2024 MultiVerse: Exposing Large Language Model Alignment Problems in Diverse Worlds Xiaolong Jin, Zhuo Zhang, Guangyu Shen, Hanxi Guo, Kaiyuan Zhang, Siyuan Cheng, Xiangyu Zhang

NeurIPSW 2024 SkewAct: Red Teaming Large Language Models via Activation-Skewed Adversarial Prompt Optimization Hanxi Guo, Siyuan Cheng, Guanhong Tao, Guangyu Shen, Zhuo Zhang, Shengwei An, Kaiyuan Zhang, Xiangyu Zhang

ECCV 2024 UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening Siyuan Cheng, Guangyu Shen, Kaiyuan Zhang, Guanhong Tao, Shengwei An, Hanxi Guo, Shiqing Ma, Xiangyu Zhang

NeurIPSW 2023 $d^3$: Detoxing Deep Learning Dataset Lu Yan, Siyuan Cheng, Guangyu Shen, Guanhong Tao, Xuan Chen, Kaiyuan Zhang, Yunshu Mao, Xiangyu Zhang

CVPR 2023 Detecting Backdoors in Pre-Trained Encoders Shiwei Feng, Guanhong Tao, Siyuan Cheng, Guangyu Shen, Xiangzhe Xu, Yingqi Liu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang

NeurIPS 2023 Django: Detecting Trojans in Object Detection Models via Gaussian Focus Calibration Guangyu Shen, Siyuan Cheng, Guanhong Tao, Kaiyuan Zhang, Yingqi Liu, Shengwei An, Shiqing Ma, Xiangyu Zhang

ICLR 2023 FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning Kaiyuan Zhang, Guanhong Tao, Qiuling Xu, Siyuan Cheng, Shengwei An, Yingqi Liu, Shiwei Feng, Guangyu Shen, Pin-Yu Chen, Shiqing Ma, Xiangyu Zhang

NeurIPSW 2023 How to Remove Backdoors in Diffusion Models? 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

CVPR 2023 MEDIC: Remove Model Backdoors via Importance Driven Cloning Qiuling Xu, Guanhong Tao, Jean Honorio, Yingqi Liu, Shengwei An, Guangyu Shen, Siyuan Cheng, Xiangyu Zhang

AAAI 2023 Multi-Modal Protein Knowledge Graph Construction and Applications (Student Abstract) Siyuan Cheng, Xiaozhuan Liang, Zhen Bi, Huajun Chen, Ningyu Zhang

ICLR 2022 OntoProtein: Protein Pretraining with Gene Ontology Embedding Ningyu Zhang, Zhen Bi, Xiaozhuan Liang, Siyuan Cheng, Haosen Hong, Shumin Deng, Qiang Zhang, Jiazhang Lian, Huajun Chen

ICML 2021 Backdoor Scanning for Deep Neural Networks Through K-Arm Optimization Guangyu Shen, Yingqi Liu, Guanhong Tao, Shengwei An, Qiuling Xu, Siyuan Cheng, Shiqing Ma, Xiangyu Zhang

AAAI 2021 Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification Siyuan Cheng, Yingqi Liu, Shiqing Ma, Xiangyu Zhang

CVPR 2021 Learning to Filter: Siamese Relation Network for Robust Tracking Siyuan Cheng, Bineng Zhong, Guorong Li, Xin Liu, Zhenjun Tang, Xianxian Li, Jing Wang

AAAI 2021 Towards Feature Space Adversarial Attack by Style Perturbation Qiuling Xu, Guanhong Tao, Siyuan Cheng, Xiangyu Zhang