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 Access 9, 155161–155196 (2021)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CR 1years
2025 1verdicts
REJECT 1representative citing papers
citing papers explorer
-
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.