FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2995554883> ?p ?o ?g. }

• W2995554883 abstract "We introduce the Convolutional Conditional Neural Process (ConvCNP), a new member of the Neural Process family that models translation equivariance in the data. Translation equivariance is an important inductive bias for many learning problems including time series modelling, spatial data, and images. The model embeds data sets into an infinite-dimensional function space, as opposed to finite-dimensional vector spaces. To formalize this notion, we extend the theory of neural representations of sets to include functional representations, and demonstrate that any translation-equivariant embedding can be represented using a convolutional deep-set. We evaluate ConvCNPs in several settings, demonstrating that they achieve state-of-the-art performance compared to existing NPs. We demonstrate that building in translation equivariance enables zero-shot generalization to challenging, out-of-domain tasks." @default.
• W2995554883 created "2019-12-26" @default.
• W2995554883 creator A5022158131 @default.
• W2995554883 creator A5023582352 @default.
• W2995554883 creator A5027874429 @default.
• W2995554883 creator A5032176444 @default.
• W2995554883 creator A5042604848 @default.
• W2995554883 creator A5072490106 @default.
• W2995554883 date "2020-04-30" @default.
• W2995554883 modified "2023-10-04" @default.
• W2995554883 title "Convolutional Conditional Neural Processes" @default.
• W2995554883 cites W114517082 @default.
• W2995554883 cites W1499965417 @default.
• W2995554883 cites W1901129140 @default.
• W2995554883 cites W1910823972 @default.
• W2995554883 cites W2093472053 @default.
• W2995554883 cites W2112796928 @default.
• W2995554883 cites W2155418451 @default.
• W2995554883 cites W2194775991 @default.
• W2995554883 cites W2279221249 @default.
• W2995554883 cites W2335728318 @default.
• W2995554883 cites W2531409750 @default.
• W2995554883 cites W2560609797 @default.
• W2995554883 cites W2604763608 @default.
• W2995554883 cites W2892929517 @default.
• W2995554883 cites W2909878113 @default.
• W2995554883 cites W2913668534 @default.
• W2995554883 cites W2951927259 @default.
• W2995554883 cites W2953273646 @default.
• W2995554883 cites W2962908092 @default.
• W2995554883 cites W2963121255 @default.
• W2995554883 cites W2963231572 @default.
• W2995554883 cites W2963504932 @default.
• W2995554883 cites W2963557251 @default.
• W2995554883 cites W2964121744 @default.
• W2995554883 cites W2964122153 @default.
• W2995554883 cites W2964250089 @default.
• W2995554883 cites W99485931 @default.
• W2995554883 doi "https://doi.org/10.17863/cam.48067" @default.
• W2995554883 hasPublicationYear "2020" @default.
• W2995554883 type Work @default.
• W2995554883 sameAs 2995554883 @default.
• W2995554883 citedByCount "21" @default.
• W2995554883 countsByYear W29955548832020 @default.
• W2995554883 countsByYear W29955548832021 @default.
• W2995554883 crossrefType "proceedings-article" @default.
• W2995554883 hasAuthorship W2995554883A5022158131 @default.
• W2995554883 hasAuthorship W2995554883A5023582352 @default.
• W2995554883 hasAuthorship W2995554883A5027874429 @default.
• W2995554883 hasAuthorship W2995554883A5032176444 @default.
• W2995554883 hasAuthorship W2995554883A5042604848 @default.
• W2995554883 hasAuthorship W2995554883A5072490106 @default.
• W2995554883 hasConcept C104317684 @default.
• W2995554883 hasConcept C105580179 @default.
• W2995554883 hasConcept C11413529 @default.
• W2995554883 hasConcept C13336665 @default.
• W2995554883 hasConcept C134306372 @default.
• W2995554883 hasConcept C149364088 @default.
• W2995554883 hasConcept C153180895 @default.
• W2995554883 hasConcept C154945302 @default.
• W2995554883 hasConcept C171036898 @default.
• W2995554883 hasConcept C177148314 @default.
• W2995554883 hasConcept C177264268 @default.
• W2995554883 hasConcept C185592680 @default.
• W2995554883 hasConcept C199360897 @default.
• W2995554883 hasConcept C202444582 @default.
• W2995554883 hasConcept C33923547 @default.
• W2995554883 hasConcept C41008148 @default.
• W2995554883 hasConcept C41608201 @default.
• W2995554883 hasConcept C55493867 @default.
• W2995554883 hasConcept C80444323 @default.
• W2995554883 hasConcept C81363708 @default.
• W2995554883 hasConceptScore W2995554883C104317684 @default.
• W2995554883 hasConceptScore W2995554883C105580179 @default.
• W2995554883 hasConceptScore W2995554883C11413529 @default.
• W2995554883 hasConceptScore W2995554883C13336665 @default.
• W2995554883 hasConceptScore W2995554883C134306372 @default.
• W2995554883 hasConceptScore W2995554883C149364088 @default.
• W2995554883 hasConceptScore W2995554883C153180895 @default.
• W2995554883 hasConceptScore W2995554883C154945302 @default.
• W2995554883 hasConceptScore W2995554883C171036898 @default.
• W2995554883 hasConceptScore W2995554883C177148314 @default.
• W2995554883 hasConceptScore W2995554883C177264268 @default.
• W2995554883 hasConceptScore W2995554883C185592680 @default.
• W2995554883 hasConceptScore W2995554883C199360897 @default.
• W2995554883 hasConceptScore W2995554883C202444582 @default.
• W2995554883 hasConceptScore W2995554883C33923547 @default.
• W2995554883 hasConceptScore W2995554883C41008148 @default.
• W2995554883 hasConceptScore W2995554883C41608201 @default.
• W2995554883 hasConceptScore W2995554883C55493867 @default.
• W2995554883 hasConceptScore W2995554883C80444323 @default.
• W2995554883 hasConceptScore W2995554883C81363708 @default.
• W2995554883 hasLocation W29955548831 @default.
• W2995554883 hasOpenAccess W2995554883 @default.
• W2995554883 hasPrimaryLocation W29955548831 @default.
• W2995554883 hasRelatedWork W1746819321 @default.
• W2995554883 hasRelatedWork W1959608418 @default.
• W2995554883 hasRelatedWork W2751412330 @default.
• W2995554883 hasRelatedWork W2753160622 @default.
• W2995554883 hasRelatedWork W2899232012 @default.

• next