Search Results for author: Mary Lou Soffa

Found 2 papers, 2 papers with code

Distribution-Aware Testing of Neural Networks Using Generative Models

1 code implementation26 Feb 2021 Swaroopa Dola, Matthew B. Dwyer, Mary Lou Soffa

Using deep generative model based input validation, we show that all the three techniques generate significant number of invalid test inputs.

DNN Testing Test +1

Black-box Generation of Adversarial Text Sequences to Evade Deep Learning Classifiers

2 code implementations13 Jan 2018 Ji Gao, Jack Lanchantin, Mary Lou Soffa, Yanjun Qi

Although various techniques have been proposed to generate adversarial samples for white-box attacks on text, little attention has been paid to black-box attacks, which are more realistic scenarios.

Adversarial Text General Classification +4

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