@conference {415,
	title = {Interpreting Logical Explanations of Classifying Neural Networks},
	booktitle = {ESANN 2026},
	year = {2026},
	abstract = {Formal methods are routinely used to address the issue of
explainability of machine learning models. Yet, it is not always trivial
to understand how a logical explanation could be useful in practice due
to human readability challenges. This paper applies classical geometric
methods for interpreting logical explanations and illustrates the usefulness
for the users on datasets from medical and image classification domains
previously studied in the context of formal explainability.},
	author = {Fabrizio Leopardi and Faezeh Labbaf and Tom{\'a}{\v s} Kol{\'a}rik and Michael Wand and Natasha Sharygina}
}
@conference {401,
	title = {Space Explanations of Neural Network Classification},
	booktitle = {37th CAV 2025},
	year = {2025},
	abstract = {We present a novel logic-based concept called Space Explanations for classifying neural networks that gives provable guarantees of the behavior of the network in continuous areas of the input feature space. To automatically generate space explanations, we leverage on a range of flexible Craig interpolation algorithms and unsatisfiable core generation.
Based on real-life case studies, ranging from small to medium to large size, we demonstrate that the generated explanations are more meaningful than those computed by the state-of-the-art},
	author = {Faezeh Labbaf and Tom{\'a}{\v s} Kol{\'a}rik and Martin Blicha and Grigory Fedyukovich and Michael Wand and Natasha Sharygina}
}
@conference {194,
	title = {VERIGE: Verification with Invariant Generation Engine},
	booktitle = {SPIN},
	year = {2014},
	publisher = {ACM},
	organization = {ACM},
	author = {Latorre, N. and Francesco Alberti and Natasha Sharygina}
}
@conference {165,
	title = {PINCETTE - Validating Changes and Upgrades in Networked Software},
	booktitle = {17th European Conference on Software Maintenance and Reengineering},
	year = {2013},
	author = {Chockler, H. and Denaro, G. and Ling, M. and Grigory Fedyukovich and Antti E. J. Hyv{\"a}rinen and Mariani, L. and Muhammad, A. and Oriol, M. and Rajan, A. and Sery, O. and Natasha Sharygina and Tautschnig, M.}
}
