121 citations · 122 across the 3 of their papers we have counts for
3 papers
cs.LG2024
On The Potential of The Fractal Geometry and The CNNs Ability to Encode it
Julia El Zini, Bassel Musharrafieh, Mariette Awad
The fractal dimension provides a statistical index of object complexity by studying how the pattern changes with the measuring scale. Although useful in several classification task…
cs.LG2023★ 1 cited
CEnt: An Entropy-based Model-agnostic Explainability Framework to Contrast Classifiers' Decisions
Julia El Zini, Mohammad Mansour, Mariette Awad
Current interpretability methods focus on explaining a particular model's decision through present input features. Such methods do not inform the user of the sufficient conditions…
cs.CL2022★ 121 cited
On the Explainability of Natural Language Processing Deep Models
Julia El Zini, Mariette Awad
While there has been a recent explosion of work on ExplainableAI ExAI on deep models that operate on imagery and tabular data, textual datasets present new challenges to the ExAI c…