Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287761051> ?p ?o ?g. }
Showing items 1 to 62 of
62
with 100 items per page.
- W4287761051 abstract "A recent technique of randomized smoothing has shown that the worst-case (adversarial) $ell_2$-robustness can be transformed into the average-case Gaussian-robustness by smoothing a classifier, i.e., by considering the averaged prediction over Gaussian noise. In this paradigm, one should rethink the notion of adversarial robustness in terms of generalization ability of a classifier under noisy observations. We found that the trade-off between accuracy and certified robustness of smoothed classifiers can be greatly controlled by simply regularizing the prediction consistency over noise. This relationship allows us to design a robust training objective without approximating a non-existing smoothed classifier, e.g., via soft smoothing. Our experiments under various deep neural network architectures and datasets show that the certified $ell_2$-robustness can be dramatically improved with the proposed regularization, even achieving better or comparable results to the state-of-the-art approaches with significantly less training costs and hyperparameters." @default.
- W4287761051 created "2022-07-26" @default.
- W4287761051 creator A5035397475 @default.
- W4287761051 creator A5045815823 @default.
- W4287761051 date "2020-06-07" @default.
- W4287761051 modified "2023-09-24" @default.
- W4287761051 title "Consistency Regularization for Certified Robustness of Smoothed Classifiers" @default.
- W4287761051 hasPublicationYear "2020" @default.
- W4287761051 type Work @default.
- W4287761051 citedByCount "0" @default.
- W4287761051 crossrefType "posted-content" @default.
- W4287761051 hasAuthorship W4287761051A5035397475 @default.
- W4287761051 hasAuthorship W4287761051A5045815823 @default.
- W4287761051 hasBestOaLocation W42877610511 @default.
- W4287761051 hasConcept C104317684 @default.
- W4287761051 hasConcept C119857082 @default.
- W4287761051 hasConcept C121332964 @default.
- W4287761051 hasConcept C153180895 @default.
- W4287761051 hasConcept C154945302 @default.
- W4287761051 hasConcept C163716315 @default.
- W4287761051 hasConcept C185592680 @default.
- W4287761051 hasConcept C2776135515 @default.
- W4287761051 hasConcept C31972630 @default.
- W4287761051 hasConcept C3770464 @default.
- W4287761051 hasConcept C41008148 @default.
- W4287761051 hasConcept C55493867 @default.
- W4287761051 hasConcept C62520636 @default.
- W4287761051 hasConcept C63479239 @default.
- W4287761051 hasConcept C8642999 @default.
- W4287761051 hasConcept C95623464 @default.
- W4287761051 hasConceptScore W4287761051C104317684 @default.
- W4287761051 hasConceptScore W4287761051C119857082 @default.
- W4287761051 hasConceptScore W4287761051C121332964 @default.
- W4287761051 hasConceptScore W4287761051C153180895 @default.
- W4287761051 hasConceptScore W4287761051C154945302 @default.
- W4287761051 hasConceptScore W4287761051C163716315 @default.
- W4287761051 hasConceptScore W4287761051C185592680 @default.
- W4287761051 hasConceptScore W4287761051C2776135515 @default.
- W4287761051 hasConceptScore W4287761051C31972630 @default.
- W4287761051 hasConceptScore W4287761051C3770464 @default.
- W4287761051 hasConceptScore W4287761051C41008148 @default.
- W4287761051 hasConceptScore W4287761051C55493867 @default.
- W4287761051 hasConceptScore W4287761051C62520636 @default.
- W4287761051 hasConceptScore W4287761051C63479239 @default.
- W4287761051 hasConceptScore W4287761051C8642999 @default.
- W4287761051 hasConceptScore W4287761051C95623464 @default.
- W4287761051 hasLocation W42877610511 @default.
- W4287761051 hasOpenAccess W4287761051 @default.
- W4287761051 hasPrimaryLocation W42877610511 @default.
- W4287761051 hasRelatedWork W10586115 @default.
- W4287761051 hasRelatedWork W10643824 @default.
- W4287761051 hasRelatedWork W10934940 @default.
- W4287761051 hasRelatedWork W11506839 @default.
- W4287761051 hasRelatedWork W1368183 @default.
- W4287761051 hasRelatedWork W1552608 @default.
- W4287761051 hasRelatedWork W1997323 @default.
- W4287761051 hasRelatedWork W2777938 @default.
- W4287761051 hasRelatedWork W5006466 @default.
- W4287761051 hasRelatedWork W5979161 @default.
- W4287761051 isParatext "false" @default.
- W4287761051 isRetracted "false" @default.
- W4287761051 workType "article" @default.