Matches in SemOpenAlex for { <https://semopenalex.org/work/W4301145186> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4301145186 abstract "The neural tangent kernel is a kernel function defined over the parameter distribution of an infinite width neural network. Despite the impracticality of this limit, the neural tangent kernel has allowed for a more direct study of neural networks and a gaze through the veil of their black box. More recently, it has been shown theoretically that the Laplace kernel and neural tangent kernel share the same reproducing kernel Hilbert space in the space of $mathbb{S}^{d-1}$ alluding to their equivalence. In this work, we analyze the practical equivalence of the two kernels. We first do so by matching the kernels exactly and then by matching posteriors of a Gaussian process. Moreover, we analyze the kernels in $mathbb{R}^d$ and experiment with them in the task of regression." @default.
- W4301145186 created "2022-10-04" @default.
- W4301145186 creator A5001557512 @default.
- W4301145186 date "2022-08-07" @default.
- W4301145186 modified "2023-10-01" @default.
- W4301145186 title "An Empirical Analysis of the Laplace and Neural Tangent Kernels" @default.
- W4301145186 doi "https://doi.org/10.48550/arxiv.2208.03761" @default.
- W4301145186 hasPublicationYear "2022" @default.
- W4301145186 type Work @default.
- W4301145186 citedByCount "0" @default.
- W4301145186 crossrefType "posted-content" @default.
- W4301145186 hasAuthorship W4301145186A5001557512 @default.
- W4301145186 hasBestOaLocation W43011451861 @default.
- W4301145186 hasConcept C122280245 @default.
- W4301145186 hasConcept C12267149 @default.
- W4301145186 hasConcept C134306372 @default.
- W4301145186 hasConcept C134517425 @default.
- W4301145186 hasConcept C138187205 @default.
- W4301145186 hasConcept C154945302 @default.
- W4301145186 hasConcept C157157409 @default.
- W4301145186 hasConcept C182335926 @default.
- W4301145186 hasConcept C195699287 @default.
- W4301145186 hasConcept C202444582 @default.
- W4301145186 hasConcept C2524010 @default.
- W4301145186 hasConcept C27406209 @default.
- W4301145186 hasConcept C2780069185 @default.
- W4301145186 hasConcept C33923547 @default.
- W4301145186 hasConcept C41008148 @default.
- W4301145186 hasConcept C50644808 @default.
- W4301145186 hasConcept C62799726 @default.
- W4301145186 hasConcept C74193536 @default.
- W4301145186 hasConcept C75866337 @default.
- W4301145186 hasConcept C80884492 @default.
- W4301145186 hasConcept C97937538 @default.
- W4301145186 hasConceptScore W4301145186C122280245 @default.
- W4301145186 hasConceptScore W4301145186C12267149 @default.
- W4301145186 hasConceptScore W4301145186C134306372 @default.
- W4301145186 hasConceptScore W4301145186C134517425 @default.
- W4301145186 hasConceptScore W4301145186C138187205 @default.
- W4301145186 hasConceptScore W4301145186C154945302 @default.
- W4301145186 hasConceptScore W4301145186C157157409 @default.
- W4301145186 hasConceptScore W4301145186C182335926 @default.
- W4301145186 hasConceptScore W4301145186C195699287 @default.
- W4301145186 hasConceptScore W4301145186C202444582 @default.
- W4301145186 hasConceptScore W4301145186C2524010 @default.
- W4301145186 hasConceptScore W4301145186C27406209 @default.
- W4301145186 hasConceptScore W4301145186C2780069185 @default.
- W4301145186 hasConceptScore W4301145186C33923547 @default.
- W4301145186 hasConceptScore W4301145186C41008148 @default.
- W4301145186 hasConceptScore W4301145186C50644808 @default.
- W4301145186 hasConceptScore W4301145186C62799726 @default.
- W4301145186 hasConceptScore W4301145186C74193536 @default.
- W4301145186 hasConceptScore W4301145186C75866337 @default.
- W4301145186 hasConceptScore W4301145186C80884492 @default.
- W4301145186 hasConceptScore W4301145186C97937538 @default.
- W4301145186 hasLocation W43011451861 @default.
- W4301145186 hasOpenAccess W4301145186 @default.
- W4301145186 hasPrimaryLocation W43011451861 @default.
- W4301145186 hasRelatedWork W2046658965 @default.
- W4301145186 hasRelatedWork W2112478984 @default.
- W4301145186 hasRelatedWork W2125264841 @default.
- W4301145186 hasRelatedWork W2127166906 @default.
- W4301145186 hasRelatedWork W2280148061 @default.
- W4301145186 hasRelatedWork W2314977740 @default.
- W4301145186 hasRelatedWork W2361739077 @default.
- W4301145186 hasRelatedWork W2543913312 @default.
- W4301145186 hasRelatedWork W2548922623 @default.
- W4301145186 hasRelatedWork W3008664522 @default.
- W4301145186 isParatext "false" @default.
- W4301145186 isRetracted "false" @default.
- W4301145186 workType "article" @default.