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Xingjun Ma

  1. Symmetric Cross Entropy for Robust Learning with Noisy Labels
    2019/08/16 by Yisen Wang, Xingjun Ma, Wang, Yisen +9 · 39 citations
    Computer Science · Engineering · #Machine Learning and Data Classification #Water Systems and Optimization #Anomaly Detection Techniques and Applications
  2. Reflection Backdoor: A Natural Backdoor Attack on Deep Neural Networks
    2020/07/05 by Yunfei Liu, Liu, Yunfei, Xingjun Ma +5 · 19 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Anomaly Detection Techniques and Applications
  3. Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality
    2018/01/08 by Xingjun Ma, Bo Li, Ma, Xingjun +15 · 17 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) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Physical Unclonable Functions (PUFs) and Hardware Security
  4. Normalized Loss Functions for Deep Learning with Noisy Labels
    2020/06/24 by Xingjun Ma, Ma, Xingjun, Hanxun Huang +9 · 18 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Enhancement Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Music and Audio Processing
  5. OmniSVG: A Unified Scalable Vector Graphics Generation Model
    2025/04/08 by Yiying Yang, Yang, Yiying, Wei Cheng +19 · 1 voice · 20 citations
    Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Handwritten Text Recognition Techniques
  6. WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection
    2021/01/05 by Bojia Zi, Zi, Bojia, Minghao Chang +7 · 16 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Anomaly Detection Techniques and Applications #Digital Media Forensic Detection
  7. Unlearnable Examples: Making Personal Data Unexploitable
    2021/01/13 by Hanxun Huang, Xingjun Ma, Huang, Hanxun +7 · 14 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
  8. Revisiting Adversarial Robustness Distillation: Robust Soft Labels Make Student Better
    2021/08/18 by Bojia Zi, Zi, Bojia, Shihao Zhao +5 · 13 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  9. Privacy and Robustness in Federated Learning: Attacks and Defenses
    2020/12/07 by Lingjuan Lyu, Lyu, Lingjuan, Han Yu +13 · 9 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  10. On the Convergence and Robustness of Adversarial Training
    2021/12/15 by Yisen Wang, Wang, Yisen, Xingjun Ma +9 · 10 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)
  11. Clean-Label Backdoor Attacks on Video Recognition Models
    2020/03/06 by Shihao Zhao, Xingjun Ma, Zhao, Shihao +9 · 8 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
  12. BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models
    2024/08/23 by Yige Li, Hanxun Huang, Li, Yige +7 · 20 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Topic Modeling
  13. Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models
    2022/10/18 by Zhiyuan Zhang, Lingjuan Lyu, Zhang, Zhiyuan +7 · 8 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  14. VeriFi: Towards Verifiable Federated Unlearning
    2022/05/25 by Xiangshan Gao, Xingjun Ma, Gao, Xiangshan +13 · 7 citations
    Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Ethics and Social Impacts of AI
  15. 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
  16. Dimensionality-Driven Learning with Noisy Labels
    2018/06/07 by Xingjun Ma, Yisen Wang, Ma, Xingjun +13 · 4 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Image and Object Detection Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  17. Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety
    2025/02/02 by Xingjun Ma, Ma, Xingjun, Yifeng Gao +88 · 19 citations
    Health Professions · Decision Sciences · Engineering · #Occupational Health and Safety Research #Risk and Safety Analysis #Safety Systems Engineering in Autonomy
  18. Fake Alignment: Are LLMs Really Aligned Well?
    2023/11/10 by Yixu Wang, Yan Teng, Wang, Yixu +14 · 7 citations
    Computer Science · #Digital Rights Management and Security
  19. Exploring Architectural Ingredients of Adversarially Robust Deep Neural Networks
    2021/10/07 by Hanxun Huang, Yisen Wang, Huang, Hanxun +9 · 4 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 #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  20. AnyAttack: Towards Large-scale Self-supervised Adversarial Attacks on Vision-language Models
    2024/10/07 by Jiaming Zhang, Zhang, Jiaming, Junhong Ye +12 · 9 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  21. TAPT: Test-Time Adversarial Prompt Tuning for Robust Inference in Vision-Language Models
    2024/11/20 by Xin Wang, Wang, Xin, Kai Chen +7 · 9 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI)
  22. Adversarial Prompt Tuning for Vision-Language Models
    2023/11/19 by Jiaming Zhang, Zhang, Jiaming, Xingjun Ma +11 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning
  23. Transferable Unlearnable Examples
    2022/10/18 by Jie Ren, Xu Han, Ren, Jie +9 · 3 citations
    Decision Sciences · Computer Science · #Data Quality and Management #Privacy-Preserving Technologies in Data #Big Data Technologies and Applications
  24. SIDE: Surrogate Conditional Data Extraction from Diffusion Models
    2024/10/03 by Yunhao Chen, Chen, Yunhao, Wang, Shujie +4 · 6 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #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
  25. Free-Form Motion Control: A Synthetic Video Generation Dataset with Controllable Camera and Object Motions
    2025/01/02 by Xincheng Shuai, Henghui Ding, Shuai, Xincheng +8 · 8 citations
    Computer Science · #Advanced Vision and Imaging #Human Pose and Action Recognition #Video Surveillance and Tracking Methods
  26. CalFAT: Calibrated Federated Adversarial Training with Label Skewness
    2022/05/30 by Chen Chen, Chen, Chen, Yuchen Liu +5 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification #Anomaly Detection Techniques and Applications
  27. Whose Side Are You On? Investigating the Political Stance of Large Language Models
    2024/03/15 by Pagnarasmey Pit, Pit, Pagnarasmey, Xingjun Ma +15 · 3 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Social and Information Networks (cs.SI) #Topic Modeling
  28. LDReg: Local Dimensionality Regularized Self-Supervised Learning
    2024/01/19 by Hanxun Huang, Huang, Hanxun, Ricardo J. G. B. Campello +9 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications
  29. X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP
    2025/05/08 by Hanxun Huang, Sarah Erfani, Huang, Hanxun +7 · 5 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG)
  30. UnSeg: One Universal Unlearnable Example Generator is Enough against All Image Segmentation
    2024/10/13 by Ye Sun, Sun, Ye, Hao Zhang +7 · 2 citations
    Computer Science · Neuroscience · #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
  31. TokenMark: A Modality-Agnostic Watermark for Pre-trained Transformers
    2024/03/09 by Hengyuan Xu, Xu, Hengyuan, Liyao Xiang +8 · 1 citation
    Computer Science · Engineering · #Advanced Steganography and Watermarking Techniques #Biometric Identification and Security #Vehicle License Plate Recognition
  32. Downstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers
    2024/08/03 by Weijie Zheng, Zheng, Weijie, Xingjun Ma +7 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  33. Unlearnable Examples For Time Series
    2024/02/03 by Yujing Jiang, Jiang, Yujing, Xingjun Ma +5 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
  34. Constrained Intrinsic Motivation for Reinforcement Learning
    2024/07/12 by Xiang Zheng, Zheng, Xiang, Xingjun Ma +5 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Reinforcement Learning in Robotics
  35. EnJa: Ensemble Jailbreak on Large Language Models
    2024/08/07 by Jiahao Zhang, Zhang, Jiahao, Wang, Zilong +6 · 1 citation
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  36. HoneypotNet: Backdoor Attacks Against Model Extraction
    2025/01/02 by Yixu Wang, Wang, Yixu, Teng Gu +7 · 2 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) #FOS: Computer and information sciences #Machine Learning in Healthcare
  37. PaperAsk: A Benchmark for Reliability Evaluation of LLMs in Paper Search and Reading
    2025/10/25 by Yutao Wu, Wu, Yutao, Xiao Liu +7 · 3 voices
    #cs.IR #cs.AI #cs.CL
  38. AttackVLA: Benchmarking Adversarial and Backdoor Attacks on Vision-Language-Action Models
    2025/11/15 by Jiayu Li, Yunhan Zhao, Li, Jiayu +11 · 1 citation
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Multimodal Machine Learning Applications #Ethics and Social Impacts of AI