Search Results for author: Tianyu Gu

Found 3 papers, 1 papers with code

Analyzing and Mitigating the Impact of Permanent Faults on a Systolic Array Based Neural Network Accelerator

no code implementations11 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.

General Classification

BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain

10 code implementations22 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.

BIG-bench Machine Learning

SafetyNets: Verifiable Execution of Deep Neural Networks on an Untrusted Cloud

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.

speech-recognition Speech Recognition

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