Publications

Isaac Dunn (2022). Testing Deep Image Classifiers Using Generative Machine Learning. DPhil Thesis.

Oxford University Research Archive

Isaac Dunn, Hadrien Pouget, Tom Melham, Daniel Kroening (2021). Exposing Previously Undetectable Faults in Deep Neural Networks. ISSTA 2021.

Published paper Video Software artifact arXiv

Isaac Dunn, Hadrien Pouget, Laura Hanu, Daniel Kroening, Tom Melham (2020). Evaluating Robustness to Context-Sensitive Feature Perturbations of Different Granularities. .

PDF Video arXiv

Isaac Dunn, Hadrien Pouget, Tom Melham, Daniel Kroening (2019). Adaptive Generation of Unrestricted Adversarial Inputs. .