
Weiming
Zhuang
Profile
Weiming is a research scientist in Privacy-Preserving Machine Learning (PPML) at Sony AI. His research interests and expertise span federated learning, AI privacy and security, computer vision, and machine learning systems. Before joining Sony AI, Weiming was a Ph.D. researcher under SenseTime-NTU Talent Programme and received his Ph.D. from Nanyang Technological University. He spent two years in software engineering building large-scale distributed systems and completed his Bachelor's from the National University of Singapore, School of Computing. Weiming has published papers in top-tier conferences and journals, including ICLR, ICCV, etc., and his papers have been selected as oral presentations at top conferences.
Message
My role at Sony AI is to empower Sony with privacy-preserving and robust AI solutions and to contribute to the global discourse with cutting-edge AI research.
Publications
Federated learning (FL) is an emerging distributed machine learning method that empowers in-situ model training on decentralized edge devices. However, multiple simultaneous FL tasks could overload resource-constrained devices. In this work, we propose the first FL system to…
This paper focuses on an under-explored yet important problem: Federated Class-Continual Learning (FCCL), where new classes are dynamically added in federated learning. Existing FCCL works suffer from various limitations, such as requiring additional datasets or storing the …
Blog

July 13, 2023 | Sony AI
Meet the Team #8: Weiming Zhuang, Nidham Gazagnadou, Chen Chen
At Sony AI, the Privacy-Preserving Machine Learning (PPML) team focuses on fundamental and applied research in computer vision privacy. Their innovative research aims to apply these novel ideas to real-world AI applications. In th…
At Sony AI, the Privacy-Preserving Machine Learning (PPML) team focuses on fundamental and applied research in computer vision pri…

June 8, 2023 | PPML
Recent Breakthroughs Tackle Challenges in Federated Learning
Privacy-Preserving Machine Learning Blog SeriesAt Sony AI, the Privacy-Preserving Machine Learning (PPML) team focuses on fundamental and applied research in computer vision privacy and security. Their innovative research aims to …
Privacy-Preserving Machine Learning Blog SeriesAt Sony AI, the Privacy-Preserving Machine Learning (PPML) team focuses on fundamen…
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