cuConv: A CUDA Implementation of Convolution for CNN Inference

no code implementations • 30 Mar 2021 • Marc Jordà, Pedro Valero-Lara, Antonio J. Peña

Convolutions are the core operation of deep learning applications based on Convolutional Neural Networks (CNNs).

Enabling Homomorphically Encrypted Inference for Large DNN Models

no code implementations • 30 Mar 2021 • Guillermo Lloret-Talavera, Marc Jorda, Harald Servat, Fabian Boemer, Chetan Chauhan, Shigeki Tomishima, Nilesh N. Shah, Antonio J. Peña

The proliferation of machine learning services in the last few years has raised data privacy concerns.