no code implementations • 11 Feb 2018 • Jeff Zhang, Tianyu Gu, Kanad Basu, Siddharth Garg
Due to their growing popularity and computational cost, deep neural networks (DNNs) are being targeted for hardware acceleration.
10 code implementations • 22 Aug 2017 • Tianyu Gu, Brendan Dolan-Gavitt, Siddharth Garg
These results demonstrate that backdoors in neural networks are both powerful and---because the behavior of neural networks is difficult to explicate---stealthy.
no code implementations • NeurIPS 2017 • Zahra Ghodsi, Tianyu Gu, Siddharth Garg
Specifically, SafetyNets develops and implements a specialized interactive proof (IP) protocol for verifiable execution of a class of deep neural networks, i. e., those that can be represented as arithmetic circuits.