Isaac Dunn

Investigating Distributional Robustness: Semantic Perturbations Using Generative Models

Isaac Dunn, Tom Melham, Daniel Kroening, 2020 .

Adaptive Generation of Unrestricted Adversarial Inputs

Isaac Dunn, Tom Melham, Daniel Kroening, 2019 .

Generating Realistic Unrestricted Adversarial Inputs using Dual-Objective GAN Training pdf

Isaac Dunn, Tom Melham, Daniel Kroening, 2019, ArXiv.

Evaluating Robustness to Context-Sensitive Feature Perturbations of Different Granularities

Isaac Dunn, Tom Melham, Daniel Kroening, 2020 .

Exposing previously undetectable faults in deep neural networks

Isaac Dunn, Tom Melham, Daniel Kroening, 2021, ISSTA.