59 citations · 149 across the 16 of their papers we have counts for
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cs.CR2023
All Rivers Run to the Sea: Private Learning with Asymmetric Flows
Yue Niu, Ramy E. Ali, Saurav Prakash +1
Data privacy is of great concern in cloud machine-learning service platforms, when sensitive data are exposed to service providers. While private computing environments (e.g., secu…
cs.CR2021
3LegRace: Privacy-Preserving DNN Training over TEEs and GPUs
Yue Niu, Ramy E. Ali, Salman Avestimehr
Leveraging parallel hardware (e.g. GPUs) for deep neural network (DNN) training brings high computing performance. However, it raises data privacy concerns as GPUs lack a trusted e…