Search Results for author: Xiaoyu Xia

Found 4 papers, 1 papers with code

Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices

1 code implementation14 Oct 2024 Xiaoyu Xia, Ziqi Wang, Ruoxi Sun, Bowen Liu, Ibrahim Khalil, Minhui Xue

Another approach, exact unlearning, tackles this issue by discarding the data and retraining the model from scratch, but at the cost of considerable computational and memory resources.

Machine Unlearning

Towards Integrated Fine-tuning and Inference when Generative AI meets Edge Intelligence

no code implementations5 Jan 2024 Ning Chen, Zhipeng Cheng, Xuwei Fan, Xiaoyu Xia, Lianfen Huang

The high-performance generative artificial intelligence (GAI) represents the latest evolution of computational intelligence, while the blessing of future 6G networks also makes edge intelligence (EI) full of development potential.

Distributed Machine Learning in D2D-Enabled Heterogeneous Networks: Architectures, Performance, and Open Challenges

no code implementations4 Jun 2022 Zhipeng Cheng, Xuwei Fan, Minghui LiWang, Ning Chen, Xiaoyu Xia, Xianbin Wang

The ever-growing concerns regarding data privacy have led to a paradigm shift in machine learning (ML) architectures from centralized to distributed approaches, giving rise to federated learning (FL) and split learning (SL) as the two predominant privacy-preserving ML mechanisms.

BIG-bench Machine Learning Federated Learning +1

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