Life is about exploring
Qiongxiu Li
Since 2024
Assistant Professor
Department of Electronic Systems
Copenhagen Campus
Aalborg University
Denmark
Research Focus
Signal Processing
Privacy-Preserving Distributed Optimisation
AI Privacy & Security
Contacts
qiongxiuli@outlook.com
qili@es.aau.dk
Frederikskaj 12
2450 København SV
Denmark
Master Thesis Projects (6-12 months)
My projects are research-driven scientific discovery, please check my blogs and publications if interested in more details. If you're enthusiastic about diving into research and pursuing a master's project or thesis within my areas, please send me an email with your cv and research interests.
News
[Dec. 2024] Two Papers on Distributed Machine Learning and Privacy-Preserving Non-linear Optimization have been accepted to ICASSP 2025. Congrats to Wenrui and Changlong! Preprint links: Privacy-Preserving Distributed Maximum Consensus Without Accuracy Loss and Re-Evaluating Privacy in Centralized and Decentralized Learning: An Information-Theoretical and Empirical Study
[Nov. 2024] Congratulations to Wenrui Yu on the acceptance of the paper "Provable Privacy Advantages of Decentralized Federated Learning via Distributed Optimization" in IEEE Transactions on Information Forensics and Security.
[Aug. 2024] I have given a tutorial in EUSIPCO 2024 'Privacy-Preserving Distributed Optimization: Theory, Methods and Applications' together with Prof. Richard Heusdens, Here are the slides.
[Jan. 2024] Our paper on analyzing ML privacy and robustness privacy is accepted in IEEE Transactions on Information Forensics and Security.
[Dec. 2023] Three papers on privacy in distributed optimization are accepted in ICASSP 2024.
[Dec. 2023] Our paper on privacy-preserving distributed average consensus using subspace perturbation is accepted in IEEE Transactions on Information Forensics and Security.