Lixin Fan

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Publications (207)

• FedPRS: A Privacy-preserving Representation Synthesis Framework for Federated Contribution Evaluation
  ACM Transactions on Intelligent Systems and Technology 2026 DOI: 10.1145/3779055
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• Disentangling data distribution for optimal and communication-efficient federated learning
  Artificial Intelligence 2026 DOI: 10.1016/j.artint.2025.104455
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• FedACE: A Federated Adaptive Components Exfoliation method for medical image segmentation in non-IID scenarios
  Expert Syst. Appl. 2026 DOI: 10.1016/J.ESWA.2025.129215
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• FedAdOb: Privacy-Preserving Federated Deep Learning with Adaptive Obfuscation
  IEEE Transactions on Pattern Analysis and Machine Intelligence 2026 DOI: 10.1109/TPAMI.2026.3715766
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• General Backdoor-Resilient Federated Learning via Multi-Armed Bandit-Based Knowledge Distillation
  IEEE Transactions on Information Forensics and Security 2026 DOI: 10.1109/TIFS.2025.3630065
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• A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning
  IEEE Transactions on Big Data 2025 DOI: 10.1109/TBDATA.2024.3403386
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• Grounding Foundation Models through Federated Transfer Learning: A General Framework
  ACM Transactions on Intelligent Systems and Technology 2025 DOI: 10.1145/3742788
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• Temporal Gradient Inversion Attacks With Robust Optimization
  IEEE Transactions on Dependable and Secure Computing 2025 DOI: 10.1109/TDSC.2025.3532339
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• Ownership Verification for Federated Recommendation
  ACM Transactions on Information Systems 2025 DOI: 10.1145/3715320
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• A Theoretical Analysis of Efficiency Constrained Utility-Privacy Bi-Objective Optimization in Federated Learning
  IEEE Trans. Big Data 2025 DOI: 10.1109/TBDATA.2025.3534622
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