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06/27/2023
On Logic-Based Explainability with Partially Specified Inputs
In the practical deployment of machine learning (ML) models, missing dat...
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06/16/2023
Query-Free Evasion Attacks Against Machine Learning-Based Malware Detectors with Generative Adversarial Networks
Malware detectors based on machine learning (ML) have been shown to be s...
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10/27/2022
Feature Necessity Relevancy in ML Classifier Explanations
Given a machine learning (ML) model and a prediction, explanations can b...
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06/12/2022
Fusing Feature Engineering and Deep Learning: A Case Study for Malware Classification
Machine learning has become an appealing signature-less approach to dete...
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11/18/2021