Siyuan Liang

1. Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt
   2024/06/06 by Zonghao Ying, Ying, Zonghao, Aishan Liu +11 · 23 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #Forensic and Genetic Research
2. Transferable Adversarial Attacks for Image and Video Object Detection
   2018/11/30 by Xingxing Wei, Wei, Xingxing, Siyuan Liang +5 · 9 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
3. Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift
   2024/06/27 by Siyuan Liang, Liang, Siyuan, Jiawei Liang +11 · 19 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
4. VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models
   2024/02/21 by Jiawei Liang, Siyuan Liang, Liang, Jiawei +11 · 15 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Advanced Malware Detection Techniques #Hate Speech and Cyberbullying Detection
5. Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models
   2025/02/16 by Zonghao Ying, Ying, Zonghao, Deyue Zhang +17 · 24 citations
   Computer Science · Psychology · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Deception detection and forensic psychology #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection
6. Correlation Matching Transformation Transformers for UHD Image Restoration
   2024/06/02 by Cong Wang, Wang, Cong, Jinshan Pan +13 · 12 citations
   Computer Science · #Advanced Data Storage Technologies #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Signal Denoising Methods
7. Exploring the Relationship between Architecture and Adversarially Robust Generalization
   2022/09/28 by Aishan Liu, Shiyu Tang, Liu, Aishan +10 · 8 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG)
8. Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs
   2024/02/21 by Xiaoxia Li, Li, Xiaoxia, Siyuan Liang +9 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Digital and Cyber Forensics #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE) #Privacy-Preserving Technologies in Data
9. Towards Robust Physical-world Backdoor Attacks on Lane Detection
   2024/05/09 by Xinwei Zhang, Aishan Liu, Zhang, Xinwei +7 · 6 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
10. Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds
    2024/03/08 by Tianrui Lou, Xiaojun Jia, Lou, Tianrui +11 · 4 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Processing and 3D Reconstruction #Image and Video Processing (eess.IV) #electronic engineering #information engineering
11. Interpreting Object-level Foundation Models via Visual Precision Search
    2024/11/25 by Ruoyu Chen, Chen, Ruoyu, Siyuan Liang +13 · 7 citations
    Computer Science · Social Sciences · #Constraint Satisfaction and Optimization #Geographic Information Systems Studies #Semantic Web and Ontologies
12. Object Detectors in the Open Environment: Challenges, Solutions, and Outlook
    2024/03/24 by Siyuan Liang, Liang, Siyuan, Wei Wang +13 · 5 citations
    Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Target Detection Methodologies
13. Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack
    2024/05/25 by Mingli Zhu, Zhu, Mingli, Siyuan Liang +3 · 4 citations
    Computer Science · #Advanced Malware Detection Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Physical Unclonable Functions (PUFs) and Hardware Security #Security and Verification in Computing
14. E²AT: Multimodal Jailbreak Defense via Dynamic Joint Optimization for Multimodal Large Language Models
    2025/03/05 by Liming Lü, Gu, Xiang, Lu, Liming +13 · 10 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Topic Modeling
15. Compromising Embodied Agents with Contextual Backdoor Attacks
    2024/08/06 by Aishan Liu, Liu, Aishan, Yuguang Zhou +21 · 4 citations
    Computer Science · #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Reinforcement Learning in Robotics
16. CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning
    2024/09/26 by Yuan Xun, Xun, Yuan, Siyuan Liang +7 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection
17. Unlearning Backdoor Threats: Enhancing Backdoor Defense in Multimodal Contrastive Learning via Local Token Unlearning
    2024/03/24 by Siyuan Liang, Kuanrong Liu, Liang, Siyuan +11 · 3 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fire Detection and Safety Systems #Network Security and Intrusion Detection #Speech Recognition and Synthesis
18. Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning
    2024/07/23 by Xinwei Liu, Xiaojun Jia, Liu, Xinwei +7 · 3 citations
    Computer Science · Health Professions · Social Sciences · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Interpreting and Communication in Healthcare #Multimedia (cs.MM) #Natural Language Processing Techniques #Wikis in Education and Collaboration
19. NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models
    2024/10/11 by Zheng Yi Ho, Ho, Zheng Yi, Siyuan Liang +7 · 3 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #COVID-19 diagnosis using AI #Computation and Language (cs.CL) #FOS: Computer and information sciences
20. Black-Box Adversarial Attack on Vision Language Models for Autonomous Driving
    2025/01/23 by Lu Wang, Tianyuan Zhang, Wang, Lu +13 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning
21. WFCAT: Augmenting Website Fingerprinting with Channel-wise Attention on Timing Features
    2024/12/16 by Jiajun Gong, Wei Cai, Gong, Jiajun +9 · 3 citations
    Computer Science · #Advanced Steganography and Watermarking Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Video Analysis and Summarization
22. Adversarial Backdoor Defense in CLIP
    2024/09/24 by Junhao Kuang, Kuang, Junhao, Siyuan Liang +7 · 2 citations
    Chemistry · Medicine · #Autoimmune Neurological Disorders and Treatments #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Synthesis and pharmacology of benzodiazepine derivatives
23. T2V-OptJail: Discrete Prompt Optimization for Text-to-Video Jailbreak Attacks
    2025/05/10 by Jiayang Liu, Liu, Jiayang, Siyuan Liang +12 · 5 citations
    Computer Science · #Advanced Malware Detection Techniques #Network Security and Intrusion Detection #Internet Traffic Analysis and Secure E-voting
24. Face Encryption via Frequency-Restricted Identity-Agnostic Attacks
    2023/08/11 by Xin Dong, Rui Wang, Dong, Xin +7 · 1 citation
    Computer Science · #Biometric Identification and Security #Face recognition and analysis
25. Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving
    2025/05/09 by Ming Liu, Liu, Ming, Siyuan Liang +8 · 5 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
26. Does Few-shot Learning Suffer from Backdoor Attacks?
    2023/12/31 by Xinwei Liu, Xiaojun Jia, Liu, Xinwei +9 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
27. BDefects4NN: A Backdoor Defect Database for Controlled Localization Studies in Neural Networks
    2024/12/01 by Yisong Xiao, Xiao, Yisong, Aishan Liu +15 · 3 citations
    Engineering · Computer Science · #Industrial Vision Systems and Defect Detection #Integrated Circuits and Semiconductor Failure Analysis #Adversarial Robustness in Machine Learning
28. CopyrightShield: Enhancing Diffusion Model Security against Copyright Infringement Attacks
    2024/12/02 by Zhixiang Guo, Siyuan Liang, Guo, Zhixiang +5 · 2 citations
    Computer Science · #Law, AI, and Intellectual Property #Digital Rights Management and Security
29. ICLShield: Exploring and Mitigating In-Context Learning Backdoor Attacks
    2025/07/02 by Ziming Ren, Ren, Zhiyao, Siyuan Liang +5 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
30. Environmental Matching Attack Against Unmanned Aerial Vehicles Object Detection
    2024/05/13 by Dehong Kong, Kong, Dehong, Siyuan Liang +3 · 1 citation
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fire Detection and Safety Systems #Infrared Target Detection Methodologies #Video Surveillance and Tracking Methods