Matches in SemOpenAlex for { <https://semopenalex.org/work/W3005555917> ?p ?o ?g. }
- W3005555917 abstract "The problem of adversarial examples has highlighted the need for a theory of regularisation that is general enough to apply to exotic function classes, such as universal approximators. In response, we give a very general equality result regarding the relationship between distributional robustness and regularisation, as defined with a transportation cost uncertainty set. The theory allows us to (tightly) certify the robustness properties of a Lipschitz-regularised model with very mild assumptions. As a theoretical application we show a new result explicating the connection between adversarial learning and distributional robustness. We then give new results for how to achieve Lipschitz regularisation of kernel classifiers, which are demonstrated experimentally." @default.
- W3005555917 created "2020-02-24" @default.
- W3005555917 creator A5038911681 @default.
- W3005555917 creator A5042760897 @default.
- W3005555917 creator A5052064387 @default.
- W3005555917 creator A5082414223 @default.
- W3005555917 creator A5086314063 @default.
- W3005555917 date "2020-02-11" @default.
- W3005555917 modified "2023-09-27" @default.
- W3005555917 title "Generalised Lipschitz Regularisation Equals Distributional Robustness" @default.
- W3005555917 cites W1489867037 @default.
- W3005555917 cites W1506153731 @default.
- W3005555917 cites W1553702074 @default.
- W3005555917 cites W1590693676 @default.
- W3005555917 cites W1698155719 @default.
- W3005555917 cites W1746819321 @default.
- W3005555917 cites W1859602357 @default.
- W3005555917 cites W1859781365 @default.
- W3005555917 cites W1968436459 @default.
- W3005555917 cites W1972854122 @default.
- W3005555917 cites W1973631422 @default.
- W3005555917 cites W1987635176 @default.
- W3005555917 cites W1993288992 @default.
- W3005555917 cites W1997580473 @default.
- W3005555917 cites W1997828298 @default.
- W3005555917 cites W2000354435 @default.
- W3005555917 cites W2015138895 @default.
- W3005555917 cites W2031075370 @default.
- W3005555917 cites W2049920486 @default.
- W3005555917 cites W2051796739 @default.
- W3005555917 cites W2082101450 @default.
- W3005555917 cites W2086924628 @default.
- W3005555917 cites W2090536661 @default.
- W3005555917 cites W2097973429 @default.
- W3005555917 cites W2112545207 @default.
- W3005555917 cites W2114605231 @default.
- W3005555917 cites W2156909104 @default.
- W3005555917 cites W2157791002 @default.
- W3005555917 cites W2160840682 @default.
- W3005555917 cites W2175532135 @default.
- W3005555917 cites W2221366174 @default.
- W3005555917 cites W2269778407 @default.
- W3005555917 cites W2275150912 @default.
- W3005555917 cites W2297878663 @default.
- W3005555917 cites W2336156739 @default.
- W3005555917 cites W2460937040 @default.
- W3005555917 cites W2543927648 @default.
- W3005555917 cites W2618017917 @default.
- W3005555917 cites W2739748921 @default.
- W3005555917 cites W2768793812 @default.
- W3005555917 cites W2776525508 @default.
- W3005555917 cites W2796892552 @default.
- W3005555917 cites W2913004909 @default.
- W3005555917 cites W2946138657 @default.
- W3005555917 cites W2962706755 @default.
- W3005555917 cites W2962794380 @default.
- W3005555917 cites W2962847566 @default.
- W3005555917 cites W2962851953 @default.
- W3005555917 cites W2963020641 @default.
- W3005555917 cites W2963143631 @default.
- W3005555917 cites W2963177963 @default.
- W3005555917 cites W2963207607 @default.
- W3005555917 cites W2963539647 @default.
- W3005555917 cites W2963556353 @default.
- W3005555917 cites W2963836885 @default.
- W3005555917 cites W2963857521 @default.
- W3005555917 cites W2964089577 @default.
- W3005555917 cites W2964110122 @default.
- W3005555917 cites W2964120007 @default.
- W3005555917 cites W2964153729 @default.
- W3005555917 cites W2964253222 @default.
- W3005555917 cites W2964294232 @default.
- W3005555917 cites W3124187518 @default.
- W3005555917 cites W385466589 @default.
- W3005555917 cites W14377099 @default.
- W3005555917 hasPublicationYear "2020" @default.
- W3005555917 type Work @default.
- W3005555917 sameAs 3005555917 @default.
- W3005555917 citedByCount "4" @default.
- W3005555917 countsByYear W30055559172020 @default.
- W3005555917 countsByYear W30055559172021 @default.
- W3005555917 crossrefType "posted-content" @default.
- W3005555917 hasAuthorship W3005555917A5038911681 @default.
- W3005555917 hasAuthorship W3005555917A5042760897 @default.
- W3005555917 hasAuthorship W3005555917A5052064387 @default.
- W3005555917 hasAuthorship W3005555917A5082414223 @default.
- W3005555917 hasAuthorship W3005555917A5086314063 @default.
- W3005555917 hasConcept C104317684 @default.
- W3005555917 hasConcept C126255220 @default.
- W3005555917 hasConcept C144237770 @default.
- W3005555917 hasConcept C154945302 @default.
- W3005555917 hasConcept C185592680 @default.
- W3005555917 hasConcept C202444582 @default.
- W3005555917 hasConcept C22324862 @default.
- W3005555917 hasConcept C28826006 @default.
- W3005555917 hasConcept C33923547 @default.
- W3005555917 hasConcept C37736160 @default.
- W3005555917 hasConcept C41008148 @default.
- W3005555917 hasConcept C55493867 @default.
- W3005555917 hasConcept C63479239 @default.