Matches in SemOpenAlex for { <https://semopenalex.org/work/W2970209211> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W2970209211 abstract "This paper investigates the theory of robustness against adversarial attacks. It focuses on the family of randomization techniques that consist in injecting noise in the network at inference time. These techniques have proven effective in many contexts, but lack theoretical arguments. We close this gap by presenting a theo- retical analysis of these approaches, hence explaining why they perform well in practice. More precisely, we make two new contributions. The first one relates the randomization rate to robustness to adversarial attacks. This result applies for the general family of exponential distributions, and thus extends and unifies the previous approaches. The second contribution consists in devising a new upper bound on the adversarial risk gap of randomized neural networks. We support our theoretical claims with a set of experiments." @default.
- W2970209211 created "2019-09-05" @default.
- W2970209211 creator A5026104258 @default.
- W2970209211 creator A5030318966 @default.
- W2970209211 creator A5031707680 @default.
- W2970209211 creator A5033087851 @default.
- W2970209211 creator A5039897403 @default.
- W2970209211 creator A5053106735 @default.
- W2970209211 creator A5059969352 @default.
- W2970209211 date "2019-12-08" @default.
- W2970209211 modified "2023-10-01" @default.
- W2970209211 title "Theoretical evidence for adversarial robustness through randomization" @default.
- W2970209211 hasPublicationYear "2019" @default.
- W2970209211 type Work @default.
- W2970209211 sameAs 2970209211 @default.
- W2970209211 citedByCount "19" @default.
- W2970209211 countsByYear W29702092112019 @default.
- W2970209211 countsByYear W29702092112020 @default.
- W2970209211 countsByYear W29702092112021 @default.
- W2970209211 crossrefType "proceedings-article" @default.
- W2970209211 hasAuthorship W2970209211A5026104258 @default.
- W2970209211 hasAuthorship W2970209211A5030318966 @default.
- W2970209211 hasAuthorship W2970209211A5031707680 @default.
- W2970209211 hasAuthorship W2970209211A5033087851 @default.
- W2970209211 hasAuthorship W2970209211A5039897403 @default.
- W2970209211 hasAuthorship W2970209211A5053106735 @default.
- W2970209211 hasAuthorship W2970209211A5059969352 @default.
- W2970209211 hasBestOaLocation W29702092111 @default.
- W2970209211 hasConcept C104317684 @default.
- W2970209211 hasConcept C141071460 @default.
- W2970209211 hasConcept C154945302 @default.
- W2970209211 hasConcept C168563851 @default.
- W2970209211 hasConcept C185592680 @default.
- W2970209211 hasConcept C204243189 @default.
- W2970209211 hasConcept C37736160 @default.
- W2970209211 hasConcept C41008148 @default.
- W2970209211 hasConcept C55493867 @default.
- W2970209211 hasConcept C63479239 @default.
- W2970209211 hasConcept C71924100 @default.
- W2970209211 hasConceptScore W2970209211C104317684 @default.
- W2970209211 hasConceptScore W2970209211C141071460 @default.
- W2970209211 hasConceptScore W2970209211C154945302 @default.
- W2970209211 hasConceptScore W2970209211C168563851 @default.
- W2970209211 hasConceptScore W2970209211C185592680 @default.
- W2970209211 hasConceptScore W2970209211C204243189 @default.
- W2970209211 hasConceptScore W2970209211C37736160 @default.
- W2970209211 hasConceptScore W2970209211C41008148 @default.
- W2970209211 hasConceptScore W2970209211C55493867 @default.
- W2970209211 hasConceptScore W2970209211C63479239 @default.
- W2970209211 hasConceptScore W2970209211C71924100 @default.
- W2970209211 hasLocation W29702092111 @default.
- W2970209211 hasLocation W29702092112 @default.
- W2970209211 hasLocation W29702092113 @default.
- W2970209211 hasOpenAccess W2970209211 @default.
- W2970209211 hasPrimaryLocation W29702092111 @default.
- W2970209211 hasRelatedWork W2947920725 @default.
- W2970209211 hasRelatedWork W3094843325 @default.
- W2970209211 hasRelatedWork W3112862192 @default.
- W2970209211 hasRelatedWork W4221146314 @default.
- W2970209211 hasRelatedWork W4225161019 @default.
- W2970209211 hasRelatedWork W4287686044 @default.
- W2970209211 hasRelatedWork W4307309570 @default.
- W2970209211 hasRelatedWork W4312326921 @default.
- W2970209211 hasRelatedWork W4315780078 @default.
- W2970209211 hasRelatedWork W4327990735 @default.
- W2970209211 isParatext "false" @default.
- W2970209211 isRetracted "false" @default.
- W2970209211 magId "2970209211" @default.
- W2970209211 workType "article" @default.