76 citations · 90 across the 4 of their papers we have counts for
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cs.LG2021★ 11 cited
Secure Quantized Training for Deep Learning
Marcel Keller, Ke Sun
We implement training of neural networks in secure multi-party computation (MPC) using quantization commonly used in said setting. We are the first to present an MNIST classifier p…
cs.LG2020★ 3 cited
Effectiveness of MPC-friendly Softmax Replacement
Marcel Keller, Ke Sun
Softmax is widely used in deep learning to map some representation to a probability distribution. As it is based on exp/log functions that are relatively expensive in multi-party c…