I am a PhD student funded by the Marie Skลodowska-Curie Actions Doctoral Networks (MSCA-DN) fellowship, working in the Department of Mathematics and Applications โR. Caccioppoliโ at the University of Naples Federico II under the supervision of Prof.Francesco Piccialli. Prior to this, I received my masterโs degree from Nanjing University of Aeronautics and Astronautics under the supervision of Prof.Xiaoyang Tan.
My research interests include Trustworthy AI, Federated Learning, and Computer Vision.
๐ฅ News
- 2026.07: ย ๐๐ One Paper has been accepted at the Computer Network, EI.
- 2026.05: ย ๐๐ One Paper has been accepted at the ECML-PKDD 2026 Research Track.
- 2026.01: ย ๐๐ Our paper: <NAP-Tuning: Neural Augmented Prompt Tuning for Adversarially Robust Vision-Language Models> was accepted at TPAMI, IEEE.
๐ Publications
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FLIP4Tab: Federated Latent In-context Priors for Tabular Data Synthesis
Lingyu Qiu, Stefano Izzo, Daniela Annunziata, Fabio Giampaolo and Francesco Piccialli ECML-PKDD 2026 Research Track [Paper] -
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]
๐ Honors and Awards
- 2025.04 Outstanding Graduate of Nanjing University of Aeronautics and Astronautics.
- 2022.06 Outstanding Graduates of Shanghai.
- 2021.12 Shanghai Scholarship.
๐ Educations
- 2022.09 - 2025.04, Nanjing University of Aeronautics and Astronautics.
- 2018.09 - 2022.06, Shanghai University of International Business and Economics.
๐ป Internships
- 2021.05 - 2021.08, Meituan, China.
- 2020.06 - 2020.11, ByteDance, China.