research
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04/20/2023
DeepReShape: Redesigning Neural Networks for Efficient Private Inference
The increasing demand for privacy and security has driven the advancemen...
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07/14/2022
Characterizing and Optimizing End-to-End Systems for Private Inference
Increasing privacy concerns have given rise to Private Inference (PI). I...
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11/04/2021
CryptoNite: Revealing the Pitfalls of End-to-End Private Inference at Scale
The privacy concerns of providing deep learning inference as a service h...
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07/26/2021
Sisyphus: A Cautionary Tale of Using Low-Degree Polynomial Activations in Privacy-Preserving Deep Learning
Privacy concerns in client-server machine learning have given rise to pr...
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06/15/2021
Circa: Stochastic ReLUs for Private Deep Learning
The simultaneous rise of machine learning as a service and concerns over...
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03/02/2021