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Fan, Lixin

  1. [Extended version] Rethinking Deep Neural Network Ownership\n Verification: Embedding Passports to Defeat Ambiguity Attacks
    2019/09/16 by Lixin Fan, Kam Woh Ng, Fan, Lixin +3 · 7 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) #Physical Unclonable Functions (PUFs) and Hardware Security #Privacy-Preserving Technologies in Data
  2. FedIPR: Ownership Verification for Federated Deep Neural Network Models
    2021/09/27 by Li, Bowen, Fan, Lixin, Gu, Hanlin +2 · 5 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  3. FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models
    2024/06/04 by Fan, Tao, Ma, Guoqiang, Kang, Yan +5 · 7 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  4. FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models
    2023/10/16 by Tao Fan, Yan Kang, Fan, Tao +11 · 5 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Topic Modeling
  5. Protecting Intellectual Property of Generative Adversarial Networks from Ambiguity Attack
    2021/02/08 by Ding Sheng Ong, Ong, Ding Sheng, Chee Seng Chan +7 · 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) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
  6. FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model
    2022/11/14 by Shuo Shao, Shao, Shuo, Wenyuan Yang +11 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Cloud Data Security Solutions #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Object Detection in Equirectangular Panorama
    2018/05/21 by Wenyan Yang, Yang, Wenyan, Yanlin Qian +7 · 3 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics and Sensor-Based Localization
  8. Federated Learning with Quantum Secure Aggregation
    2022/07/09 by Zhang, Yichi, Zhang, Chao, Zhang, Cai +3 · 3 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Physics (quant-ph)
  9. FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning
    2024/02/09 by Gongxi Zhu, Zhu, Gongxi, Donghao Li +9 · 4 citations
    Computer Science · Social Sciences · #Access Control and Trust #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  10. Grounding Foundation Models through Federated Transfer Learning: A General Framework
    2023/11/29 by Yan Kang, Tao Fan, Kang, Yan +8 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Topic Modeling
  11. Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning
    2024/09/02 by Jinglin Liang, Liang, Jinglin, Jin Zhong +15 · 6 citations
    Computer Science · Engineering · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Geophysical Methods and Applications #Machine Learning (cs.LG)
  12. A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning
    2022/08/18 by Yuanqin He, He, Yuanqin, Yan Kang +9 · 2 citations
    Computer Science · #Privacy-Preserving Technologies in Data
  13. Trading Off Privacy, Utility and Efficiency in Federated Learning
    2022/09/01 by Xiaojin Zhang, Yan Kang, Zhang, Xiaojin +7 · 2 citations
    Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #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)
  14. No Free Lunch Theorem for Security and Utility in Federated Learning
    2022/03/11 by Xiaojin Zhang, Hanlin Gu, Zhang, Xiaojin +7 · 2 citations
    Computer Science · #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  15. Depth Masked Discriminative Correlation Filter
    2018/02/26 by Kart, Uğur, Kämäräinen, Joni-Kristian, Matas, Jiří +2 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  16. Ten Challenging Problems in Federated Foundation Models
    2025/02/14 by Tao Fan, Fan, Tao, Hanlin Gu +61 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Logic, Reasoning, and Knowledge #Machine Learning (cs.LG)
  17. A Universal Logic Operator for Interpretable Deep Convolution Networks
    2019/01/20 by Ng, KamWoh, Fan, Lixin, Chan, Chee Seng · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  18. Digital Passport: A Novel Technological Strategy for Intellectual Property Protection of Convolutional Neural Networks
    2019/05/10 by Lixin Fan, Fan, Lixin, KamWoh Ng +3 · 1 citation
    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) #Physical Unclonable Functions (PUFs) and Hardware Security
  19. A quantum Poisson solver implementable on NISQ devices (improved version)
    2020/05/01 by Shengbin Wang, Zhimin Wang, Wang, Shengbin +11 · 1 citation
    Computer Science · #FOS: Physical sciences #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
  20. A Survey on Contribution Evaluation in Vertical Federated Learning
    2024/05/03 by Yue Cui, Cui, Yue, Chung-ju Huang +11 · 2 citations
    Computer Science · #Advanced Graph Neural Networks #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques #and Cluster Computing (cs.DC)
  21. Protect, Show, Attend and Tell: Empowering Image Captioning Models with Ownership Protection
    2020/08/25 by Lim, Jian Han, Chan, Chee Seng, Ng, Kam Woh +2 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  22. Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity
    2024/05/23 by Gu, Hanlin, Ong, Win Kent, Chan, Chee Seng +1 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. Fast Registration for cross-source point clouds by using weak regional affinity and pixel-wise refinement
    2019/03/11 by Huang, Xiaoshui, Fan, Lixin, Wu, Qiang +2 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR)
  24. A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning
    2022/09/08 by Yan Kang, Kang, Yan, Jiahuan Luo +9 · 1 citation
    Computer Science · #Privacy-Preserving Technologies in Data
  25. FedZKP: Federated Model Ownership Verification with Zero-knowledge Proof
    2023/05/08 by Wenyuan Yang, Yang, Wenyuan, Yuguo Yin +11 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  26. FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation
    2023/01/30 by Gu, Hanlin, Luo, Jiahuan, Kang, Yan +2 · 1 citation
    #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
  27. Temporal Gradient Inversion Attacks with Robust Optimization
    2023/06/13 by Li, Bowen, Gu, Hanlin, Chen, Ruoxin +5 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  28. Top Ten Challenges Towards Agentic Neural Graph Databases
    2025/01/24 by Jiaxin Bai, Zihao Wang, Bai, Jiaxin +32 · 3 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Cognitive Science and Mapping #Databases (cs.DB) #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
  29. Model-based Large Language Model Customization as Service
    2024/10/14 by Zhaomin Wu, Wu, Zhaomin, Jizhou Guo +9 · 2 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Topic Modeling
  30. No Free Lunch Theorem for Privacy-Preserving LLM Inference
    2024/05/31 by Xiaojin Zhang, Zhang, Xiaojin, Yan Kang +10 · 1 citation
    Computer Science · Social Sciences · #Access Control and Trust #Artificial Intelligence (cs.AI) #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  31. Unlearning during Learning: An Efficient Federated Machine Unlearning Method
    2024/05/24 by Hanlin Gu, Gu, Hanlin, Gongxi Zhu +11 · 1 citation
    Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Parallel #and Cluster Computing (cs.DC)
  32. Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data
    2024/05/23 by Li, Haoran, Zhao, Xinyuan, Guo, Dadi +6 · 1 citation
    #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  33. A few-shot Label Unlearning in Vertical Federated Learning
    2024/10/14 by Gu, Hanlin, Tae, Hong Xi, Chan, Chee Seng +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  34. A Meta-learning Framework for Tuning Parameters of Protection Mechanisms in Trustworthy Federated Learning
    2023/05/28 by Zhang, Xiaojin, Kang, Yan, Fan, Lixin +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  35. Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor
    2024/12/24 by Yu, Hao, Yang, Xin, Zhang, Le +4 · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  36. FedCoLLM: A Parameter-Efficient Federated Co-tuning Framework for Large and Small Language Models
    2024/11/18 by Fan, Tao, Kang, Yan, Ma, Guoqiang +3 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  37. You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas
    2022/04/26 by Li, Haoran, Song, Yangqiu, Fan, Lixin · 1 citation
    #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)