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Glyph: Fast and Accurately Training Deep Neural Networks on Encrypted Data
[article]
2020
arXiv
pre-print
Big data is one of the cornerstones to enabling and training deep neural networks (DNNs). Because of the lack of expertise, to gain benefits from their data, average users have to rely on and upload their private data to big data companies they may not trust. Due to the compliance, legal, or privacy constraints, most users are willing to contribute only their encrypted data, and lack interests or resources to join the training of DNNs in cloud. To train a DNN on encrypted data in a completely
arXiv:1911.07101v3
fatcat:ynxlpeuu7reiplsstlnbteppjq