Matches in SemOpenAlex for { <https://semopenalex.org/work/W2962918699> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W2962918699 endingPage "5355" @default.
- W2962918699 startingPage "5345" @default.
- W2962918699 abstract "Hyperbolic spaces have recently gained momentum in the context of machine learning due to their high capacity and tree-likeliness properties. However, the representational power of hyperbolic geometry is not yet on par with Euclidean geometry, firstly because of the absence of corresponding hyperbolic neural network layers. Here, we bridge this gap in a principled manner by combining the formalism of Mobius gyrovector spaces with the Riemannian geometry of the Poincare model of hyperbolic spaces. As a result, we derive hyperbolic versions of important deep learning tools: multinomial logistic regression, feed-forward and recurrent neural networks. This allows to embed sequential data and perform classification in the hyperbolic space. Empirically, we show that, even if hyperbolic optimization tools are limited, hyperbolic sentence embeddings either outperform or are on par with their Euclidean variants on textual entailment and noisy-prefix recognition tasks." @default.
- W2962918699 created "2019-07-30" @default.
- W2962918699 creator A5037156810 @default.
- W2962918699 creator A5045413165 @default.
- W2962918699 creator A5064290471 @default.
- W2962918699 date "2018-05-23" @default.
- W2962918699 modified "2023-09-24" @default.
- W2962918699 title "Hyperbolic Neural Networks" @default.
- W2962918699 hasPublicationYear "2018" @default.
- W2962918699 type Work @default.
- W2962918699 sameAs 2962918699 @default.
- W2962918699 citedByCount "106" @default.
- W2962918699 countsByYear W29629186992018 @default.
- W2962918699 countsByYear W29629186992019 @default.
- W2962918699 countsByYear W29629186992020 @default.
- W2962918699 countsByYear W29629186992021 @default.
- W2962918699 countsByYear W29629186992022 @default.
- W2962918699 crossrefType "proceedings-article" @default.
- W2962918699 hasAuthorship W2962918699A5037156810 @default.
- W2962918699 hasAuthorship W2962918699A5045413165 @default.
- W2962918699 hasAuthorship W2962918699A5064290471 @default.
- W2962918699 hasConcept C129782007 @default.
- W2962918699 hasConcept C154945302 @default.
- W2962918699 hasConcept C186450821 @default.
- W2962918699 hasConcept C192939610 @default.
- W2962918699 hasConcept C202444582 @default.
- W2962918699 hasConcept C206352148 @default.
- W2962918699 hasConcept C2524010 @default.
- W2962918699 hasConcept C33923547 @default.
- W2962918699 hasConcept C41008148 @default.
- W2962918699 hasConcept C50644808 @default.
- W2962918699 hasConcept C80444323 @default.
- W2962918699 hasConcept C83677898 @default.
- W2962918699 hasConceptScore W2962918699C129782007 @default.
- W2962918699 hasConceptScore W2962918699C154945302 @default.
- W2962918699 hasConceptScore W2962918699C186450821 @default.
- W2962918699 hasConceptScore W2962918699C192939610 @default.
- W2962918699 hasConceptScore W2962918699C202444582 @default.
- W2962918699 hasConceptScore W2962918699C206352148 @default.
- W2962918699 hasConceptScore W2962918699C2524010 @default.
- W2962918699 hasConceptScore W2962918699C33923547 @default.
- W2962918699 hasConceptScore W2962918699C41008148 @default.
- W2962918699 hasConceptScore W2962918699C50644808 @default.
- W2962918699 hasConceptScore W2962918699C80444323 @default.
- W2962918699 hasConceptScore W2962918699C83677898 @default.
- W2962918699 hasLocation W29629186991 @default.
- W2962918699 hasOpenAccess W2962918699 @default.
- W2962918699 hasPrimaryLocation W29629186991 @default.
- W2962918699 hasRelatedWork W1971215074 @default.
- W2962918699 hasRelatedWork W2001070843 @default.
- W2962918699 hasRelatedWork W2199357291 @default.
- W2962918699 hasRelatedWork W2558748708 @default.
- W2962918699 hasRelatedWork W2895817984 @default.
- W2962918699 hasRelatedWork W2923452197 @default.
- W2962918699 hasRelatedWork W2947871958 @default.
- W2962918699 hasRelatedWork W2962834885 @default.
- W2962918699 hasRelatedWork W2962936818 @default.
- W2962918699 hasRelatedWork W2963841265 @default.
- W2962918699 hasRelatedWork W2963849380 @default.
- W2962918699 hasRelatedWork W2964050265 @default.
- W2962918699 hasRelatedWork W2964109691 @default.
- W2962918699 hasRelatedWork W2964121744 @default.
- W2962918699 hasRelatedWork W2964311827 @default.
- W2962918699 hasRelatedWork W2970726356 @default.
- W2962918699 hasRelatedWork W3035102141 @default.
- W2962918699 hasRelatedWork W3102317997 @default.
- W2962918699 hasRelatedWork W2963448675 @default.
- W2962918699 hasRelatedWork W2970757764 @default.
- W2962918699 hasVolume "31" @default.
- W2962918699 isParatext "false" @default.
- W2962918699 isRetracted "false" @default.
- W2962918699 magId "2962918699" @default.
- W2962918699 workType "article" @default.