59 citations · 196 across the 11 of their papers we have counts for
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cs.LG2019★ 6 cited
Lightweight and Unobtrusive Data Obfuscation at IoT Edge for Remote Inference
Dixing Xu, Mengyao Zheng, Linshan Jiang +3
Executing deep neural networks for inference on the server-class or cloud backend based on data generated at the edge of Internet of Things is desirable due primarily to the limite…
cs.LG2019★ 59 cited
Privacy-preserving Distributed Machine Learning via Local Randomization and ADMM Perturbation
Xin Wang, Hideaki Ishii, Linkang Du +2
With the proliferation of training data, distributed machine learning (DML) is becoming more competent for large-scale learning tasks. However, privacy concerns have to be given pr…