157 citations · 929 across the 89 of their papers we have counts for
3 papers · 1 filter
ReBNet: Residual Binarized Neural Network
Mohammad Ghasemzadeh, Mohammad Samragh, Farinaz Koushanfar
This paper proposes ReBNet, an end-to-end framework for training reconfigurable binary neural networks on software and developing efficient accelerators for execution on FPGA. Bina…
DeepFense: Online Accelerated Defense Against Adversarial Deep Learning
Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi +2
Recent advances in adversarial Deep Learning (DL) have opened up a largely unexplored surface for malicious attacks jeopardizing the integrity of autonomous DL systems. With the wi…
DeepSecure: Scalable Provably-Secure Deep Learning
Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar
This paper proposes DeepSecure, a novel framework that enables scalable execution of the state-of-the-art Deep Learning (DL) models in a privacy-preserving setting. DeepSecure targ…