Matches in SemOpenAlex for { <https://semopenalex.org/work/W3130782262> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W3130782262 abstract "We provide a practical distance measure in the space of functions parameterized by neural networks. It is based on the classical information distance, and we propose to replace the uncomputable Kolmogorov complexity with information measured by codelength of prequential coding. We also provide a method for directly estimating the expectation of such codelength with limited examples. Empirically, we show that information distance is invariant with respect to different parameterization of the neural networks. We also verify that information distance can faithfully reflect similarities of neural network functions. Finally, we applied information distance to investigate the relationship between neural network models, and demonstrate the connection between information distance and multiple characteristics and behaviors of neural networks." @default.
- W3130782262 created "2021-03-01" @default.
- W3130782262 creator A5014958566 @default.
- W3130782262 creator A5021332177 @default.
- W3130782262 creator A5050513696 @default.
- W3130782262 date "2021-05-04" @default.
- W3130782262 modified "2023-09-24" @default.
- W3130782262 title "Information distance for neural network functions" @default.
- W3130782262 hasPublicationYear "2021" @default.
- W3130782262 type Work @default.
- W3130782262 sameAs 3130782262 @default.
- W3130782262 citedByCount "0" @default.
- W3130782262 crossrefType "journal-article" @default.
- W3130782262 hasAuthorship W3130782262A5014958566 @default.
- W3130782262 hasAuthorship W3130782262A5021332177 @default.
- W3130782262 hasAuthorship W3130782262A5050513696 @default.
- W3130782262 hasConcept C105795698 @default.
- W3130782262 hasConcept C11413529 @default.
- W3130782262 hasConcept C153180895 @default.
- W3130782262 hasConcept C154945302 @default.
- W3130782262 hasConcept C165464430 @default.
- W3130782262 hasConcept C179518139 @default.
- W3130782262 hasConcept C2639959 @default.
- W3130782262 hasConcept C33923547 @default.
- W3130782262 hasConcept C41008148 @default.
- W3130782262 hasConcept C50644808 @default.
- W3130782262 hasConcept C52622258 @default.
- W3130782262 hasConceptScore W3130782262C105795698 @default.
- W3130782262 hasConceptScore W3130782262C11413529 @default.
- W3130782262 hasConceptScore W3130782262C153180895 @default.
- W3130782262 hasConceptScore W3130782262C154945302 @default.
- W3130782262 hasConceptScore W3130782262C165464430 @default.
- W3130782262 hasConceptScore W3130782262C179518139 @default.
- W3130782262 hasConceptScore W3130782262C2639959 @default.
- W3130782262 hasConceptScore W3130782262C33923547 @default.
- W3130782262 hasConceptScore W3130782262C41008148 @default.
- W3130782262 hasConceptScore W3130782262C50644808 @default.
- W3130782262 hasConceptScore W3130782262C52622258 @default.
- W3130782262 hasLocation W31307822621 @default.
- W3130782262 hasOpenAccess W3130782262 @default.
- W3130782262 hasPrimaryLocation W31307822621 @default.
- W3130782262 hasRelatedWork W107370486 @default.
- W3130782262 hasRelatedWork W2129126915 @default.
- W3130782262 hasRelatedWork W2148769491 @default.
- W3130782262 hasRelatedWork W2230935666 @default.
- W3130782262 hasRelatedWork W2332150864 @default.
- W3130782262 hasRelatedWork W2472733018 @default.
- W3130782262 hasRelatedWork W2766678531 @default.
- W3130782262 hasRelatedWork W2796664995 @default.
- W3130782262 hasRelatedWork W2953184877 @default.
- W3130782262 hasRelatedWork W3006514345 @default.
- W3130782262 hasRelatedWork W3016928826 @default.
- W3130782262 hasRelatedWork W3031510551 @default.
- W3130782262 hasRelatedWork W3085537135 @default.
- W3130782262 hasRelatedWork W3105416979 @default.
- W3130782262 hasRelatedWork W3105663403 @default.
- W3130782262 hasRelatedWork W3127046748 @default.
- W3130782262 hasRelatedWork W3138405669 @default.
- W3130782262 hasRelatedWork W3167045334 @default.
- W3130782262 hasRelatedWork W3178146081 @default.
- W3130782262 hasRelatedWork W49297734 @default.
- W3130782262 isParatext "false" @default.
- W3130782262 isRetracted "false" @default.
- W3130782262 magId "3130782262" @default.
- W3130782262 workType "article" @default.