Matches in SemOpenAlex for { <https://semopenalex.org/work/W4295117419> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4295117419 abstract "We study the robustness of classifiers to various kinds of random noise models. In particular, we consider noise drawn uniformly from the $ell_p$ ball for $p in [1, infty]$ and Gaussian noise with an arbitrary covariance matrix. We characterize this robustness to random noise in terms of the distance to the decision boundary of the classifier. This analysis applies to linear classifiers as well as classifiers with locally approximately flat decision boundaries, a condition which is satisfied by state-of-the-art deep neural networks. The predicted robustness is verified experimentally." @default.
- W4295117419 created "2022-09-10" @default.
- W4295117419 creator A5023242895 @default.
- W4295117419 creator A5023562540 @default.
- W4295117419 creator A5057393538 @default.
- W4295117419 date "2018-02-22" @default.
- W4295117419 modified "2023-10-14" @default.
- W4295117419 title "Robustness of classifiers to uniform $ell_p$ and Gaussian noise" @default.
- W4295117419 doi "https://doi.org/10.48550/arxiv.1802.07971" @default.
- W4295117419 hasPublicationYear "2018" @default.
- W4295117419 type Work @default.
- W4295117419 citedByCount "0" @default.
- W4295117419 crossrefType "posted-content" @default.
- W4295117419 hasAuthorship W4295117419A5023242895 @default.
- W4295117419 hasAuthorship W4295117419A5023562540 @default.
- W4295117419 hasAuthorship W4295117419A5057393538 @default.
- W4295117419 hasBestOaLocation W42951174191 @default.
- W4295117419 hasConcept C104317684 @default.
- W4295117419 hasConcept C106135958 @default.
- W4295117419 hasConcept C11413529 @default.
- W4295117419 hasConcept C121332964 @default.
- W4295117419 hasConcept C153180895 @default.
- W4295117419 hasConcept C154945302 @default.
- W4295117419 hasConcept C163716315 @default.
- W4295117419 hasConcept C185592680 @default.
- W4295117419 hasConcept C33923547 @default.
- W4295117419 hasConcept C41008148 @default.
- W4295117419 hasConcept C4199805 @default.
- W4295117419 hasConcept C42023084 @default.
- W4295117419 hasConcept C55493867 @default.
- W4295117419 hasConcept C62520636 @default.
- W4295117419 hasConcept C63479239 @default.
- W4295117419 hasConcept C95623464 @default.
- W4295117419 hasConceptScore W4295117419C104317684 @default.
- W4295117419 hasConceptScore W4295117419C106135958 @default.
- W4295117419 hasConceptScore W4295117419C11413529 @default.
- W4295117419 hasConceptScore W4295117419C121332964 @default.
- W4295117419 hasConceptScore W4295117419C153180895 @default.
- W4295117419 hasConceptScore W4295117419C154945302 @default.
- W4295117419 hasConceptScore W4295117419C163716315 @default.
- W4295117419 hasConceptScore W4295117419C185592680 @default.
- W4295117419 hasConceptScore W4295117419C33923547 @default.
- W4295117419 hasConceptScore W4295117419C41008148 @default.
- W4295117419 hasConceptScore W4295117419C4199805 @default.
- W4295117419 hasConceptScore W4295117419C42023084 @default.
- W4295117419 hasConceptScore W4295117419C55493867 @default.
- W4295117419 hasConceptScore W4295117419C62520636 @default.
- W4295117419 hasConceptScore W4295117419C63479239 @default.
- W4295117419 hasConceptScore W4295117419C95623464 @default.
- W4295117419 hasLocation W42951174191 @default.
- W4295117419 hasLocation W42951174192 @default.
- W4295117419 hasLocation W42951174193 @default.
- W4295117419 hasLocation W42951174194 @default.
- W4295117419 hasLocation W42951174195 @default.
- W4295117419 hasOpenAccess W4295117419 @default.
- W4295117419 hasPrimaryLocation W42951174191 @default.
- W4295117419 hasRelatedWork W103332046 @default.
- W4295117419 hasRelatedWork W1603777065 @default.
- W4295117419 hasRelatedWork W1964832275 @default.
- W4295117419 hasRelatedWork W1970319972 @default.
- W4295117419 hasRelatedWork W2031651184 @default.
- W4295117419 hasRelatedWork W2197698372 @default.
- W4295117419 hasRelatedWork W2388864896 @default.
- W4295117419 hasRelatedWork W2389865566 @default.
- W4295117419 hasRelatedWork W2407804800 @default.
- W4295117419 hasRelatedWork W2888937984 @default.
- W4295117419 isParatext "false" @default.
- W4295117419 isRetracted "false" @default.
- W4295117419 workType "article" @default.