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.
IEEE Transactions on Dependable and Secure Com- puting 16(4), 711–724 (2017)
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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.