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Yinpeng Dong

  1. GNOT: A General Neural Operator Transformer for Operator Learning
    2023/02/28 by Zhongkai Hao, Zhengyi Wang, Hao, Zhongkai +15 · 53 citations
    Physics and Astronomy · #Model Reduction and Neural Networks
  2. How Robust is Google's Bard to Adversarial Image Attacks?
    2023/09/21 by Yinpeng Dong, Dong, Yinpeng, Huanran Chen +15 · 20 citations
    Computer Science · #Adversarial Robustness in Machine Learning
  3. A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking
    2023/02/28 by Chang Liu, Yinpeng Dong, Liu, Chang +17 · 13 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis
  4. Benchmarking Robustness of 3D Object Detection to Common Corruptions in Autonomous Driving
    2023/03/20 by Yinpeng Dong, Caixin Kang, Dong, Yinpeng +15 · 13 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning
  5. Evil Geniuses: Delving into the Safety of LLM-based Agents
    2023/11/20 by Yu Tian, Xiao Yang, Tian, Yu +7 · 13 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Text Readability and Simplification #Topic Modeling
  6. STAIR: Improving Safety Alignment with Introspective Reasoning
    2025/02/04 by Yichi Zhang, Zhang, Yichi, Siyuan Zhang +14 · 28 citations
    Computer Science · Decision Sciences · Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Risk and Safety Analysis #Safety Systems Engineering in Autonomy #Software Reliability and Analysis Research
  7. Rethinking Model Ensemble in Transfer-based Adversarial Attacks
    2023/03/16 by Huanran Chen, Yichi Zhang, Chen, Huanran +6 · 10 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  8. MultiTrust: A Comprehensive Benchmark Towards Trustworthy Multimodal Large Language Models
    2024/06/11 by Yichi Zhang, Zhang, Yichi, Yao Huang +23 · 16 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
  9. T2VSafetyBench: Evaluating the Safety of Text-to-Video Generative Models
    2024/07/08 by Yibo Miao, Miao, Yibo, Yifan Zhu +9 · 13 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  10. Bag of Tricks for Adversarial Training
    2020/10/01 by Tianyu Pang, Pang, Tianyu, Xiao Yang +7 · 6 citations
    Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cardiac Arrest and Resuscitation #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  11. Improving Black-box Adversarial Attacks with a Transfer-based Prior
    2019/06/17 by Shuyu Cheng, Cheng, Shuyu, Yinpeng Dong +7 · 7 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Physical Unclonable Functions (PUFs) and Hardware Security #Security and Verification in Computing
  12. Efficient Decision-based Black-box Adversarial Attacks on Face Recognition
    2019/04/09 by Yinpeng Dong, Hang Su, Dong, Yinpeng +11 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Face recognition and analysis #Machine Learning (cs.LG)
  13. RealSafe-R1: Safety-Aligned DeepSeek-R1 without Compromising Reasoning Capability
    2025/04/14 by Yichi Zhang, Zihao Zeng, Zhang, Yichi +9 · 25 citations
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Semantic Web and Ontologies #Topic Modeling
  14. Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models
    2023/09/05 by Haixu Song, Shi‐Yu Huang, Song, Haixu +5 · 8 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis
  15. Text-to-Image Diffusion Models can be Easily Backdoored through Multimodal Data Poisoning
    2023/05/07 by Shengfang Zhai, Yinpeng Dong, Zhai, Shengfang +9 · 7 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis
  16. Improving Transferability of Adversarial Patches on Face Recognition with Generative Models
    2021/06/29 by Zihao Xiao, Xiao, Zihao, Xianfeng Gao +13 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis
  17. Your Diffusion Model is Secretly a Certifiably Robust Classifier
    2024/02/04 by Huanran Chen, Yinpeng Dong, Chen, Huanran +11 · 8 citations
    Computer Science · #Neural Networks and Applications
  18. Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety
    2025/02/02 by Xingjun Ma, Yifeng Gao, Ma, Xingjun +88 · 20 citations
    Health Professions · Decision Sciences · Engineering · #Occupational Health and Safety Research #Risk and Safety Analysis #Safety Systems Engineering in Autonomy
  19. Membership Inference on Text-to-Image Diffusion Models via Conditional Likelihood Discrepancy
    2024/05/23 by Shengfang Zhai, Zhai, Shengfang, Huanran Chen +13 · 7 citations
    Computer Science · Social Sciences · #Authorship Attribution and Profiling #Computational and Text Analysis Methods #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  20. Exploring Memorization in Adversarial Training
    2021/06/03 by Yinpeng Dong, Ke Xu, Dong, Yinpeng +11 · 4 citations
    Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Model Reduction and Neural Networks #Machine Learning and Data Classification
  21. Benchmarking Adversarial Robustness
    2019/12/26 by Yinpeng Dong, Dong, Yinpeng, Qian Fu +11 · 4 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Adversarial Robustness in Machine Learning #Bacillus and Francisella bacterial research #Anomaly Detection Techniques and Applications
  22. The RoboDrive Challenge: Drive Anytime Anywhere in Any Condition
    2024/05/14 by Ling-Dong Kong, Shaoyuan Xie, Kong, Lingdong +179 · 5 citations
    Computer Science · #Advanced Software Engineering Methodologies #Real-Time Systems Scheduling
  23. BSPA: Exploring Black-box Stealthy Prompt Attacks against Image Generators
    2024/02/23 by Yu Tian, Tian, Yu, Xiao Yang +9 · 4 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Adversarial Robustness in Machine Learning #Digital Media Forensic Detection #Cell Image Analysis Techniques
  24. Towards Viewpoint-Invariant Visual Recognition via Adversarial Training
    2023/07/16 by Shouwei Ruan, Yinpeng Dong, Ruan, Shouwei +9 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  25. Black-box Detection of Backdoor Attacks with Limited Information and\n Data
    2021/03/24 by Yinpeng Dong, Dong, Yinpeng, Xiao Yang +11 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  26. Towards Transferable Targeted 3D Adversarial Attack in the Physical World
    2023/12/15 by Yao Huang, Yinpeng Dong, Huang, Yao +9 · 3 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications
  27. Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior
    2022/03/13 by Yinpeng Dong, Shuyu Cheng, Dong, Yinpeng +7 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
  28. Exploring the Transferability of Visual Prompting for Multimodal Large Language Models
    2024/04/17 by Yichi Zhang, Yinpeng Dong, Zhang, Yichi +9 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Speech and dialogue systems #Topic Modeling
  29. Machine Vision Therapy: Multimodal Large Language Models Can Enhance Visual Robustness via Denoising In-Context Learning
    2023/12/05 by Zhuo Huang, Chang Liu, Huang, Zhuo +9 · 3 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  30. Breaking the Ceiling: Exploring the Potential of Jailbreak Attacks through Expanding Strategy Space
    2025/05/27 by Yao Huang, Yitong Sun, Huang, Yao +9 · 8 citations
    Computer Science · #Cybercrime and Law Enforcement Studies
  31. MLA-Trust: Benchmarking Trustworthiness of Multimodal LLM Agents in GUI Environments
    2025/06/02 by Xiao Yang, J.X. Chen, Yang, Xiao +11 · 8 citations
    Computer Science · Social Sciences · #Access Control and Trust #Artificial Intelligence (cs.AI) #Cloud Data Security Solutions #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation
  32. Accumulative Poisoning Attacks on Real-time Data
    2021/06/18 by Tianyu Pang, Xiao Yang, Pang, Tianyu +7 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  33. Align is not Enough: Multimodal Universal Jailbreak Attack against Multimodal Large Language Models
    2025/06/02 by Youze Wang, Wenbo Hu, Wang, Youze +9 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Topic Modeling
  34. Pre-trained Adversarial Perturbations
    2022/10/07 by Yuanhao Ban, Yinpeng Dong, Ban, Yuanhao +1 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
  35. Learning Sample Difficulty from Pre-trained Models for Reliable Prediction
    2023/04/20 by Peng Cui, Dan Zhang, Cui, Peng +7 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  36. Evaluating the Robustness of Text-to-image Diffusion Models against Real-world Attacks
    2023/06/16 by Hongcheng Gao, Hao Zhang, Gao, Hongcheng +5 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Chaos-based Image/Signal Encryption #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
  37. Efficient Black-box Adversarial Attacks via Bayesian Optimization Guided by a Function Prior
    2024/05/29 by Shuyu Cheng, Yibo Miao, Cheng, Shuyu +9 · 1 citation
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Fault Detection and Control Systems #Anomaly Detection Techniques and Applications
  38. Scaling Laws for Black box Adversarial Attacks
    2024/11/25 by Chuan Liu, Huanran Chen, Liu, Chuan +7 · 1 citation
    Computer Science · #Cryptographic Implementations and Security #Physical Unclonable Functions (PUFs) and Hardware Security #Adversarial Robustness in Machine Learning
  39. Evidence-Grounded AI for Musculoskeletal Care
    2026/07/14 by Wenjie Li, Yujie Zhang, Fanrui Zhang +34
    #cs.AI