Construct · 1 fields · 1 citations

evasion attack: a standalone construct

One name. One construct. A landmark on the map.

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Machine learning security

an attack that perturbs inputs at test time so a trained classifier misclassifies them, framed as optimization against the decision function.

In machine learning security, evasion attack refers to an attack that perturbs inputs at test time so a trained classifier misclassifies them, framed as optimization against the decision function. This meaning comes from Biggio (2013) in Lecture Notes in Computer Science.[1]

Unit
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Nearby constructs

attack4 fields · 10 citationsjingle · one word, four constructs function5 fields · 6 citationsjingle · one word, five constructs learning6 fields · 14 citationsjingle · one name, six constructs

References

Biggio, B., Corona, I., Maiorca, D., Nelson, B., Šrndić, N., Laskov, P., Giacinto, G., & Roli, F. (2013). Evasion Attacks against Machine Learning at Test Time. In Lecture Notes in Computer Science (pp. 387-402). Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-40994-3_25

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