A new architecture joins a linear layer forced positive on attack perturbation vectors with a monotonic classifier, but the paper's theoretical characterization of robust detectors is mathematically trivial and does not support its certified-robustness claims.
SN Computer Science 5(6), 710 (2024)
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Certifiably robust malware detectors by design
A new architecture joins a linear layer forced positive on attack perturbation vectors with a monotonic classifier, but the paper's theoretical characterization of robust detectors is mathematically trivial and does not support its certified-robustness claims.