Lingyu Qiu

Lingyu Qiu

University of Naples Federico II

I am a PhD student funded by the Marie Skłodowska-Curie Actions Doctoral Networks (MSCA-DN) fellowship, working in the Department of Mathematics and Applications “R. Caccioppoli” at the University of Naples Federico II under the supervision of Prof.Francesco Piccialli. Prior to this, I received my master’s degree from Nanjing University of Aeronautics and Astronautics under the supervision of Prof.Xiaoyang Tan.

My research interest includes Trustworthy AI, Federated Learning, and Computer Vision.

📝 Publications

  • Towards One-shot Federated Learning: Advances, Challenges, and Future Directions Flora Amato, Lingyu Qiu, Mohammad Tanveer, Salvatore Cuomo, Fabio Giampaolo, Francesco Piccialli
    Neurocomputing [Paper]

  • FedSDE: Self-Distillation with Diffusion Enhanced for One-shot Federated Learning
    Lingyu Qiu, Daniela Annunziata, Fabio Giampaolo,Francesco Piccialli.
    2025 IEEE International Conference on Big Data [Paper] [Code]

  • Deciphering One-Shot Federated Learning: The Pivotal Role of Pretrained Models
    Lingyu Qiu, Daniela Annunziata, Fabio Giampaolo,Francesco Piccialli.
    2025 MobiCom FLEDGE-AI Workshop [Paper] [Code]

  • MF-CLIP: Leveraging CLIP as Surrogate Models for No-Box Adversarial Attacks
    Jiaming Zhang, Lingyu Qiu, Qi Yi, Yige Li, Jitao Sang, Changsheng Xu, and Dit-Yan Yeung.
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY (TIFS) [Paper] [Code]

  • RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment
    Lingyu Qiu, Ke Jiang, Xiaoyang Tan.
    2025 IEEE International Conference on Multimedia and Expo (ICME) [Paper] [Code]

  • Contrastive Desensitization Learning for Cross-Domain Face Forgery Detection
    Lingyu Qiu, Ke Jiang, Xiaoyang Tan.
    Arxiv2025 [Paper][Code]

  • Adversarial prompt tuning for vision-language models
    Jiaming Zhang, Xingjun Ma, Xin Wang, Lingyu Qiu, Jiaqi Wang, YuGang Jiang, Jitao Sang
    2024 The European Conference on Computer Vision (ECCV) [Paper] [Code]

🎖 Honors and Awards

  • 2025.04 Outstanding Graduate of Nanjing University of Aeronautics and Astronautics.
  • 2022.06 Outstanding Graduates of Shanghai.
  • 2021.12 Shanghai Scholarship.

📖 Educations

  • 2022.09 - 2025.04, Nanjing University of Aeronautics and Astronautics.
  • 2018.09 - 2022.06, Shanghai University of International Business and Economics.

💻 Internships

  • 2021.05 - 2021.08, Meituan, China.
  • 2020.06 - 2020.11, ByteDance, China.