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Lingjuan Lyu

  1. Stretching Each Dollar: Diffusion Training from Scratch on a Micro-Budget
    2024/07/22 by Vikash Sehwag, Xianghao Kong, Sehwag, Vikash +7 · 5 voices · 9 citations
    Economics, Econometrics and Finance · #Sports Analytics and Performance
  2. Threats to Federated Learning: A Survey
    2020/03/04 by Lingjuan Lyu, Han Yu, Lyu, Lingjuan +3 · 16 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
  3. Narcissus: A Practical Clean-Label Backdoor Attack with Limited Information
    2022/04/11 by Yi Zeng, Zeng, Yi, Minzhou Pan +9 · 17 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. Privacy for Free: How does Dataset Condensation Help Privacy?
    2022/06/01 by Tian Dong, Dong, Tian, Bo Zhao +3 · 11 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning
  5. Detecting, Explaining, and Mitigating Memorization in Diffusion Models
    2024/07/31 by Yuxin Wen, Yuchen Liu, Wen, Yuxin +5 · 20 citations
    Decision Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Simulation Techniques and Applications
  6. Privacy and Robustness in Federated Learning: Attacks and Defenses
    2020/12/07 by Lingjuan Lyu, Han Yu, Lyu, Lingjuan +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
  7. Local Differential Privacy and Its Applications: A Comprehensive Survey
    2020/08/09 by Mengmeng Yang, Lingjuan Lyu, Yang, Mengmeng +7 · 8 citations
    Computer Science · Social Sciences · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
  8. DENSE: Data-Free One-Shot Federated Learning
    2021/12/23 by Jie Zhang, Chen Chen, Zhang, Jie +12 · 9 citations
    Computer Science · #Advanced Graph Neural Networks #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  9. 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
  10. 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
  11. How to Trace Latent Generative Model Generated Images without Artificial Watermark?
    2024/05/22 by Zhenting Wang, Wang, Zhenting, Vikash Sehwag +9 · 7 citations
    Computer Science · Engineering · #Image Processing and 3D Reconstruction #Computer Graphics and Visualization Techniques #3D Modeling in Geospatial Applications
  12. Exploiting Data Sparsity in Secure Cross-Platform Social Recommendation
    2022/02/15 by Jamie Cui, Cui, Jamie, Chaochao Chen +7 · 3 citations
    Computer Science · Mathematics · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications
  13. CATER: Intellectual Property Protection on Text Generation APIs via Conditional Watermarks
    2022/09/19 by Xuanli He, Qiongkai Xu, He, Xuanli +11 · 3 citations
    Computer Science · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Security and Verification in Computing
  14. Collaborative Fairness in Federated Learning
    2020/08/27 by Lingjuan Lyu, Lyu, Lingjuan, Xinyi Xu +3 · 3 citations
    Computer Science · Social Sciences · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Parallel #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
  15. MLLM-as-a-Judge for Image Safety without Human Labeling
    2024/12/31 by Zhenting Wang, Wang, Zhenting, Shuming Hu +26 · 7 citations
    Computer Science · Neuroscience · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
  16. Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification
    2020/05/25 by Chaochao Chen, Jun Zhou, Chen, Chaochao +16 · 2 citations
    Computer Science · #Advanced Graph Neural Networks #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
  17. Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs
    2021/08/29 by Qiongkai Xu, Xu, Qiongkai, Xuanli He +7 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning
  18. 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
  19. Backdoor Attacks with Input-unique Triggers in NLP
    2023/03/25 by Xukun Zhou, Zhou, Xukun, Jiwei Li +9 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  20. A Pathway Towards Responsible AI Generated Content
    2023/03/02 by Chen Chen, Chen, Chen, Jie Fu +3 · 2 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Law, AI, and Intellectual Property
  21. Privacy Assessment on Reconstructed Images: Are Existing Evaluation Metrics Faithful to Human Perception?
    2023/09/22 by Xiaoxiao Sun, Nidham Gazagnadou, Sun, Xiaoxiao +9 · 2 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Law in Society and Culture #Privacy-Preserving Technologies in Data
  22. CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper Influence
    2024/08/26 by Chaochao Chen, Chen, Chaochao, Jiaming Zhang +13 · 3 citations
    Computer Science · #Recommender Systems and Techniques #Machine Learning in Healthcare #Topic Modeling
  23. Self-Comparison for Dataset-Level Membership Inference in Large (Vision-)Language Models
    2024/10/16 by Jie Ren, Kangrui Chen, Ren, Jie +11 · 3 citations
    Computer Science · #Natural Language Processing Techniques
  24. FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection
    2024/08/17 by Jiaqi Wang, Wang, Jiaqi, Xiaochen Wang +7 · 3 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Medical Imaging and Analysis #Privacy-Preserving Technologies in Data
  25. FedMef: Towards Memory-efficient Federated Dynamic Pruning
    2024/03/21 by Hong Huang, Huang, Hong, Weiming Zhuang +5 · 2 citations
    Computer Science · #Mobile Agent-Based Network Management
  26. Defending Against Weight-Poisoning Backdoor Attacks for Parameter-Efficient Fine-Tuning
    2024/02/19 by Shuai Zhao, Leilei Gan, Zhao, Shuai +11 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptographic Implementations and Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Physical Unclonable Functions (PUFs) and Hardware Security #VLSI and Analog Circuit Testing
  27. Bridging Model Heterogeneity in Federated Learning via Uncertainty-based Asymmetrical Reciprocity Learning
    2024/07/03 by Jiaqi Wang, Wang, Jiaqi, Chenxu Zhao +9 · 3 citations
    Computer Science · #Privacy-Preserving Technologies in Data
  28. MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models
    2024/11/15 by Jianhong Tu, Zheng Ni, Tu, Jianhong +19 · 2 citations
    Computer Science · #Speech and dialogue systems #Natural Language Processing Techniques
  29. Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling
    2022/10/23 by Junyuan Hong, Hong, Junyuan, Lingjuan Lyu +5 · 1 citation
    Computer Science · Medicine · #Privacy-Preserving Technologies in Data #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning
  30. DEJA VU: Continual Model Generalization For Unseen Domains
    2023/01/25 by Chenxi Liu, Liu, Chenxi, Lixu Wang +9 · 1 citation
    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)
  31. Towards Personalized Federated Learning via Heterogeneous Model Reassembly
    2023/08/16 by Jiaqi Wang, Xingyi Yang, Wang, Jiaqi +11 · 1 citation
    Computer Science · Decision Sciences · #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques #Data Quality and Management
  32. Alteration-free and Model-agnostic Origin Attribution of Generated Images
    2023/05/29 by Zhenting Wang, Wang, Zhenting, Chen Chen +7 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Law, AI, and Intellectual Property #Machine Learning (cs.LG)
  33. MAS: Towards Resource-Efficient Federated Multiple-Task Learning
    2023/07/21 by Weiming Zhuang, Zhuang, Weiming, Yonggang Wen +5 · 1 citation
    Computer Science · #Age of Information Optimization #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
  34. Replay-Free Continual Low-Rank Adaptation with Dynamic Memory
    2024/11/01 by Huancheng Chen, Jingtao Li, Chen, Huancheng +7 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech Recognition and Synthesis #Speech and Audio Processing
  35. Is Synthetic Image Useful for Transfer Learning? An Investigation into Data Generation, Volume, and Utilization
    2024/03/28 by Yuhang Li, Li, Yuhang, Dong, Xin +10 · 1 citation
    Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Model Reduction and Neural Networks
  36. FedSAC: Dynamic Submodel Allocation for Collaborative Fairness in Federated Learning
    2024/05/28 by Zihui Wang, Wang, Zihui, Zheng Wang +15 · 1 citation
    Computer Science · Social Sciences · #Access Control and Trust #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
  37. Federated Learning under Partially Class-Disjoint Data via Manifold Reshaping
    2024/05/29 by Ziqing Fan, Fan, Ziqing, Jiangchao Yao +9 · 1 citation
    Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  38. Exploit Gradient Skewness to Circumvent Byzantine Defenses for Federated Learning
    2025/02/07 by Yuchen Liu, Chen Chen, Liu, Yuchen +6 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
  39. Argus-Unified: Towards A Compact and Economical Unified Model for Image Understanding and Generation
    2026/07/28 by Weiming Zhuang, Jiabo Huang, Jingtao Li +4
    #cs.CV #cs.AI