Xiaojun Jia
- Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
2025/03/31 by Bang Liu, Xinfeng Li, Liu, Bang +95 · 13 voices · 33 citations
Computer Science · #Reinforcement Learning in Robotics
- Improved Techniques for Optimization-Based Jailbreaking on Large Language Models
2024/05/31 by Xiaojun Jia, Jia, Xiaojun, Tianyu Pang +13 · 22 citations
Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Machine Learning (cs.LG)
- JailGuard: A Universal Detection Framework for LLM Prompt-based Attacks
2023/12/17 by Xiaoyu Zhang, Zhang, Xiaoyu, Cen Zhang +14 · 17 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
- A Survey on Transferability of Adversarial Examples across Deep Neural Networks
2023/10/26 by Jindong Gu, Xiaojun Jia, Gu, Jindong +20 · 8 citations
Computer Science · #Adversarial Robustness in Machine Learning
- A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
2025/04/22 by Kun Wang, Wang, Kun, Guibin Zhang +193 · 27 citations
Computer Science · Health Professions · Medicine · #Adversarial Robustness in Machine Learning #Occupational Health and Safety Research #Artificial Intelligence in Healthcare and Education
- Improving Fast Adversarial Training with Prior-Guided Knowledge
2023/04/01 by Xiaojun Jia, Yong Zhang, Jia, Xiaojun +11 · 6 citations
Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Nuclear Physics and Applications
- AgentSafe: Safeguarding Large Language Model-based Multi-agent Systems via Hierarchical Data Management
2025/03/06 by Junyuan Mao, Mao, Junyuan, Yifan Duan +14 · 10 citations
Computer Science · #Adversarial Robustness in Machine Learning #Big Data and Digital Economy #Blockchain Technology Applications and Security
- Boosting Transferability in Vision-Language Attacks via Diversification along the Intersection Region of Adversarial Trajectory
2024/03/19 by Sensen Gao, Xiaojun Jia, Gao, Sensen +7 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- On the Multi-modal Vulnerability of Diffusion Models
2024/02/02 by Dingcheng Yang, Yang, Dingcheng, Yang Bai +9 · 4 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds
2024/03/08 by Tianrui Lou, Lou, Tianrui, Xiaojun Jia +11 · 3 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
- PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization
2024/12/08 by Ruoxi Cheng, Yizhong Ding, Cheng, Ruoxi +12 · 5 citations
Computer Science · #Network Security and Intrusion Detection
- CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning
2024/09/26 by Yuan Xun, Siyuan Liang, Xun, Yuan +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
- Experimental preparation of eight-partite cluster state for photonic qumodes
2012/12/12 by Xiaolong Su, Yaping Zhao, Shuhong Hao +3 · 1 citation
Computer Science · Engineering · Physics and Astronomy · #Nonlinear Optical Materials Studies #Quantum Information and Cryptography #Quantum optics and atomic interactions
- Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning
2024/07/23 by Xinwei Liu, Liu, Xinwei, Xiaojun Jia +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
- Crabs: Consuming Resource via Auto-generation for LLM-DoS Attack under Black-box Settings
2024/12/18 by Y Zhang, Zhang, Yuanhe, Zhenhong Zhou +11 · 4 citations
Computer Science · #Network Security and Intrusion Detection #Advanced Malware Detection Techniques #Internet Traffic Analysis and Secure E-voting
- A Vision for Auto Research with LLM Agents
2025/04/26 by Chengwei Liu, Chong Wang, Liu, Chengwei +34 · 6 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Scientific Computing and Data Management #Topic Modeling
- HTS-Attack: Heuristic Token Search for Jailbreaking Text-to-Image Models
2024/08/25 by Sensen Gao, Xiaojun Jia, Gao, Sensen +12 · 3 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #Digital and Cyber Forensics #FOS: Computer and information sciences
- AudioJailbreak: Jailbreak Attacks against End-to-End Large Audio-Language Models
2025/05/20 by G. Chen, Chen, Guangke, Song Fu +13 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
- TUNI: A Textual Unimodal Detector for Identity Inference in CLIP Models
2024/05/23 by Songze Li, Ruoxi Cheng, Li, Songze +3 · 2 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- When Memory Becomes a Vulnerability: Towards Multi-turn Jailbreak Attacks against Text-to-Image Generation Systems
2025/04/29 by Shiqian Zhao, Zhao, Shiqian, Jiayang Liu +20 · 4 citations
Computer Science · #Advanced Malware Detection Techniques #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
- SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence
2025/06/03 by Zhitao Zeng, Zhuo Zhu, Zeng, Zhitao +25 · 5 citations
Medicine · #68T45 #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.2.10
- Obscure but Effective: Classical Chinese Jailbreak Prompt Optimization via Bio-Inspired Search
2026/02/26 by Xun Huang, Simeng Qin, Xiaoshuang Jia +6 · 1 voice
Computer Science · #cs.AI #cs.CR
- PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models
2025/01/07 by Lingzhi Yuan, Yuan, Lingzhi, Xinfeng Li +15 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection
- Semantic-Aligned Adversarial Evolution Triangle for High-Transferability Vision-Language Attack
2024/11/04 by Xiaojun Jia, Sensen Gao, Jia, Xiaojun +15 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences
- Optimizing Multispectral Object Detection: A Bag of Tricks and Comprehensive Benchmarks
2024/11/27 by Chen Zhou, Zhou, Chen, Peng Cheng +15 · 2 citations
Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Target Detection Methodologies #Remote-Sensing Image Classification
- AdInject: Real-World Black-Box Attacks on Web Agents via Advertising Delivery
2025/05/27 by Haowei Wang, Junjie Wang, Wang, Haowei +12 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Network Security and Intrusion Detection #Spam and Phishing Detection
- TranSegPGD: Improving Transferability of Adversarial Examples on Semantic Segmentation
2023/12/03 by Xiaojun Jia, Jia, Xiaojun, Jindong Gu +11 · 1 citation
Computer Science · Medicine · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- 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
- Texture Re-scalable Universal Adversarial Perturbation
2024/06/10 by Yihao Huang, Qing Guo, Huang, Yihao +13 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Cell Image Analysis Techniques #Advanced Vision and Imaging #Industrial Vision Systems and Defect Detection
- DAMA: Data- and Model-aware Alignment of Multi-modal LLMs
2025/02/04 by J.J. Lu, Junkang Wu, Lu, Jinda +15 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies
- Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake
2024/05/28 by Yang Di, Yang, Di, Yihao Huang +13 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques
- LLM Jailbreak Detection for (Almost) Free!
2025/09/18 by Guorui Chen, Yifan Xia, Chen, Guorui +9 · 3 citations
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences
- Global Challenge for Safe and Secure LLMs Track 1
2024/11/21 by Xiaojun Jia, Yihao Huang, Jia, Xiaojun +57 · 1 citation
Computer Science · #Law, AI, and Intellectual Property