Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288009667> ?p ?o ?g. }
Showing items 1 to 59 of
59
with 100 items per page.
- W4288009667 abstract "The quality of generative models (such as Generative adversarial networks and Variational Auto-Encoders) depends heavily on the choice of a good probability distance. However some popular metrics like the Wasserstein or the Sliced Wasserstein distances, the Jensen-Shannon divergence, the Kullback-Leibler divergence, lack convenient properties such as (geodesic) convexity, fast evaluation and so on. To address these shortcomings, we introduce a class of distances that have built-in convexity. We investigate the relationship with some known paradigms (sliced distances - a synonym for Radon distances -, reproducing kernel Hilbert spaces, energy distances). The distances are shown to possess fast implementations and are included in an adapted Variational Auto-Encoder termed Radon Sobolev Variational Auto-Encoder (RS-VAE) which produces high quality results on standard generative datasets. Keywords: Variational Auto-Encoder; Generative model; Sobolev spaces; Radon Sobolev Variational Auto-Encoder;" @default.
- W4288009667 created "2022-07-26" @default.
- W4288009667 creator A5030131513 @default.
- W4288009667 date "2019-11-29" @default.
- W4288009667 modified "2023-09-30" @default.
- W4288009667 title "Radon Sobolev Variational Auto-Encoders" @default.
- W4288009667 doi "https://doi.org/10.48550/arxiv.1911.13135" @default.
- W4288009667 hasPublicationYear "2019" @default.
- W4288009667 type Work @default.
- W4288009667 citedByCount "0" @default.
- W4288009667 crossrefType "posted-content" @default.
- W4288009667 hasAuthorship W4288009667A5030131513 @default.
- W4288009667 hasBestOaLocation W42880096671 @default.
- W4288009667 hasConcept C105795698 @default.
- W4288009667 hasConcept C106159729 @default.
- W4288009667 hasConcept C11413529 @default.
- W4288009667 hasConcept C118505674 @default.
- W4288009667 hasConcept C134306372 @default.
- W4288009667 hasConcept C138885662 @default.
- W4288009667 hasConcept C162324750 @default.
- W4288009667 hasConcept C165818556 @default.
- W4288009667 hasConcept C207390915 @default.
- W4288009667 hasConcept C28826006 @default.
- W4288009667 hasConcept C33923547 @default.
- W4288009667 hasConcept C41008148 @default.
- W4288009667 hasConcept C41895202 @default.
- W4288009667 hasConcept C72134830 @default.
- W4288009667 hasConcept C99730327 @default.
- W4288009667 hasConceptScore W4288009667C105795698 @default.
- W4288009667 hasConceptScore W4288009667C106159729 @default.
- W4288009667 hasConceptScore W4288009667C11413529 @default.
- W4288009667 hasConceptScore W4288009667C118505674 @default.
- W4288009667 hasConceptScore W4288009667C134306372 @default.
- W4288009667 hasConceptScore W4288009667C138885662 @default.
- W4288009667 hasConceptScore W4288009667C162324750 @default.
- W4288009667 hasConceptScore W4288009667C165818556 @default.
- W4288009667 hasConceptScore W4288009667C207390915 @default.
- W4288009667 hasConceptScore W4288009667C28826006 @default.
- W4288009667 hasConceptScore W4288009667C33923547 @default.
- W4288009667 hasConceptScore W4288009667C41008148 @default.
- W4288009667 hasConceptScore W4288009667C41895202 @default.
- W4288009667 hasConceptScore W4288009667C72134830 @default.
- W4288009667 hasConceptScore W4288009667C99730327 @default.
- W4288009667 hasLocation W42880096671 @default.
- W4288009667 hasOpenAccess W4288009667 @default.
- W4288009667 hasPrimaryLocation W42880096671 @default.
- W4288009667 hasRelatedWork W1589030892 @default.
- W4288009667 hasRelatedWork W2023004453 @default.
- W4288009667 hasRelatedWork W2027884397 @default.
- W4288009667 hasRelatedWork W2064048246 @default.
- W4288009667 hasRelatedWork W2092244978 @default.
- W4288009667 hasRelatedWork W2600532554 @default.
- W4288009667 hasRelatedWork W2622278205 @default.
- W4288009667 hasRelatedWork W2962865758 @default.
- W4288009667 hasRelatedWork W2996930684 @default.
- W4288009667 hasRelatedWork W3104198869 @default.
- W4288009667 isParatext "false" @default.
- W4288009667 isRetracted "false" @default.
- W4288009667 workType "article" @default.