Jianmin Liu <br> (刘建敏)

Jianmin Liu
(刘建敏)

Ph.D. Student

Last updated:

🐼 About Me

Jianmin Liu is currently a Ph.D. student at Xi’an Jiaotong University specializing in Federated Learning and Large Language Models, under the supervision of Associate Prof. Li Yan. Prior to this, he obtained a master’s degree in Cyberspace Security from Fujian Normal University, focusing on research related to spatiotemporal traffic data in smart cities. Currently, his research is expecting to promote large language models to a more secure, low-cost and privacy-protected new stage. He possesses a strong sense of initiative and hope to have the opportunity to explore interesting and meaningful things with you.

🔥 News

  • [24 Aug. 2025] I have been awarded the Cybersecurity College Student Innovation Funding by the Ant Group in support of research on Privacy-protected LLMs.
  • [28 May. 2025] Our paper: "SHE-LoRA: Selective Homomorphic Encryption for Federated Tuning with Heterogeneous LoRA" has been released now!
  • [Jun. 2024] I was honored with the title of Excellent Graduating Graduate Student at Fujian Normal University.

📝 Publications

Selected Publications (Note: * indicates Corresponding authors.)

arXiv
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SHE-LoRA: Selective Homomorphic Encryption for Federated Tuning with Heterogeneous LoRA
Jianmin Liu; Li Yan*; Borui Li; Lei Yu; Chao Shen

arXiv preprint (arXiv), 2025.
  • Preprint
  • Federated Learning, Homomorphic Encryption, LoRA
    • PDF Code Page
    INFFUS
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    A Multi-Modal Spatial-Temporal Model for Accurate Motion Forecasting with Visual Fusion
    Xiaoding Wang; Jianmin Liu; Hui Lin*; Sahil Garg*; Mubarak Alrashoud

    Information Fusion (INFFUS), 2024.
  • SCI-1区,IF=18.6
  • Motion forecasting, Intelligent transportation, Spatial–temporal cross attention
    • PDF
    INFFUS
    sym
    Reliable trajectory prediction in scene fusion based on spatio-temporal Structure Causal Model
    Jianmin Liu; Hui Lin*; Xiaoding Wang; Sahil Garg*; Mohammad Mehedi Hassan

    Information Fusion (INFFUS), 2024.
  • SCI-1区,IF=18.6
  • Trajectory prediction, Causal inference, Scene fusion, Intelligent transportation
    • PDF

    All publications:

    [1] Jianmin Liu; Li Yan*; Borui Li; Lei Yu; Chao Shen. SHE-LoRA: Selective Homomorphic Encryption for Federated Tuning with Heterogeneous LoRA. arXiv preprint (arXiv), 2025. [Code]

    [2] Borui Li; Li Yan; Junhao Han; Jianmin Liu; Lei Yu. SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios. arXiv preprint (arXiv), 2025.

    [3] Borui Li; Li Yan; Jianmin Liu. SelectiveShield: Lightweight Hybrid Defense Against Gradient Leakage in Federated Learning. arXiv preprint (arXiv), 2025.

    [4] Yuefeng Lai; Lizhao Wu; Hui Lin; Jianmin Liu. Bad-MFL: A Cross-Modality Bi-Trigger Backdoor Attack Against Multi-Modal Federated Learning. IEEE Internet of Things Journal (IOTJ), 2025. CCF-C, SCI-2区

    [5] Xiaoding Wang; Jianmin Liu; Hui Lin*; Sahil Garg*; Mubarak Alrashoud. A Multi-Modal Spatial-Temporal Model for Accurate Motion Forecasting with Visual Fusion. Information Fusion (INFFUS), 2024. SCI-1区,IF=18.6

    [6] Jianmin Liu; Hui Lin*; Xiaoding Wang; Sahil Garg*; Mohammad Mehedi Hassan. Reliable trajectory prediction in scene fusion based on spatio-temporal Structure Causal Model. Information Fusion (INFFUS), 2024. SCI-1区,IF=18.6

    [7] Jingzhou Ye; Hui Lin; Xiaoding Wang; Chen Dong; Jianmin Liu. Efficient and Reliable Federated Recommendation System in Temporal Scenarios. International Conference on Green, Pervasive, and Cloud Computing (GPC), 2023.

    [8] Jianmin Liu; Xiaoding Wang; Hui Lin*; Feng Yu. GSAA: A Novel Graph Spatiotemporal Attention Algorithm for Smart City Traffic Prediction. ACM Transactions on Sensor Networks (TOSN), 2023. CCF-B

    💬 Services

    • Reviewer for IEEE Transactions on Dependable and Secure Computing (2025) .
    • Reviewer for IEEE Internet of Things Journal (2025) .