Matches in SemOpenAlex for { <https://semopenalex.org/work/W4378718194> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4378718194 abstract "Score-based generative models are a popular class of generative modelling techniques relying on stochastic differential equations (SDE). From their inception, it was realized that it was also possible to perform generation using ordinary differential equations (ODE) rather than SDE. This led to the introduction of the probability flow ODE approach and denoising diffusion implicit models. Flow matching methods have recently further extended these ODE-based approaches and approximate a flow between two arbitrary probability distributions. Previous work derived bounds on the approximation error of diffusion models under the stochastic sampling regime, given assumptions on the $L^2$ loss. We present error bounds for the flow matching procedure using fully deterministic sampling, assuming an $L^2$ bound on the approximation error and a certain regularity condition on the data distributions." @default.
- W4378718194 created "2023-05-30" @default.
- W4378718194 creator A5016007881 @default.
- W4378718194 creator A5056010406 @default.
- W4378718194 creator A5091677854 @default.
- W4378718194 date "2023-05-26" @default.
- W4378718194 modified "2023-09-26" @default.
- W4378718194 title "Error Bounds for Flow Matching Methods" @default.
- W4378718194 doi "https://doi.org/10.48550/arxiv.2305.16860" @default.
- W4378718194 hasPublicationYear "2023" @default.
- W4378718194 type Work @default.
- W4378718194 citedByCount "0" @default.
- W4378718194 crossrefType "posted-content" @default.
- W4378718194 hasAuthorship W4378718194A5016007881 @default.
- W4378718194 hasAuthorship W4378718194A5056010406 @default.
- W4378718194 hasAuthorship W4378718194A5091677854 @default.
- W4378718194 hasBestOaLocation W43787181941 @default.
- W4378718194 hasConcept C105795698 @default.
- W4378718194 hasConcept C106131492 @default.
- W4378718194 hasConcept C121332964 @default.
- W4378718194 hasConcept C122383733 @default.
- W4378718194 hasConcept C134306372 @default.
- W4378718194 hasConcept C140779682 @default.
- W4378718194 hasConcept C165064840 @default.
- W4378718194 hasConcept C2524010 @default.
- W4378718194 hasConcept C28826006 @default.
- W4378718194 hasConcept C31972630 @default.
- W4378718194 hasConcept C33923547 @default.
- W4378718194 hasConcept C34862557 @default.
- W4378718194 hasConcept C38349280 @default.
- W4378718194 hasConcept C41008148 @default.
- W4378718194 hasConcept C51544822 @default.
- W4378718194 hasConcept C51955184 @default.
- W4378718194 hasConcept C69357855 @default.
- W4378718194 hasConcept C78045399 @default.
- W4378718194 hasConcept C97355855 @default.
- W4378718194 hasConceptScore W4378718194C105795698 @default.
- W4378718194 hasConceptScore W4378718194C106131492 @default.
- W4378718194 hasConceptScore W4378718194C121332964 @default.
- W4378718194 hasConceptScore W4378718194C122383733 @default.
- W4378718194 hasConceptScore W4378718194C134306372 @default.
- W4378718194 hasConceptScore W4378718194C140779682 @default.
- W4378718194 hasConceptScore W4378718194C165064840 @default.
- W4378718194 hasConceptScore W4378718194C2524010 @default.
- W4378718194 hasConceptScore W4378718194C28826006 @default.
- W4378718194 hasConceptScore W4378718194C31972630 @default.
- W4378718194 hasConceptScore W4378718194C33923547 @default.
- W4378718194 hasConceptScore W4378718194C34862557 @default.
- W4378718194 hasConceptScore W4378718194C38349280 @default.
- W4378718194 hasConceptScore W4378718194C41008148 @default.
- W4378718194 hasConceptScore W4378718194C51544822 @default.
- W4378718194 hasConceptScore W4378718194C51955184 @default.
- W4378718194 hasConceptScore W4378718194C69357855 @default.
- W4378718194 hasConceptScore W4378718194C78045399 @default.
- W4378718194 hasConceptScore W4378718194C97355855 @default.
- W4378718194 hasLocation W43787181941 @default.
- W4378718194 hasOpenAccess W4378718194 @default.
- W4378718194 hasPrimaryLocation W43787181941 @default.
- W4378718194 hasRelatedWork W1996570661 @default.
- W4378718194 hasRelatedWork W2256451080 @default.
- W4378718194 hasRelatedWork W2399970821 @default.
- W4378718194 hasRelatedWork W2890875271 @default.
- W4378718194 hasRelatedWork W3161724164 @default.
- W4378718194 hasRelatedWork W3205181663 @default.
- W4378718194 hasRelatedWork W4236485849 @default.
- W4378718194 hasRelatedWork W4280491311 @default.
- W4378718194 hasRelatedWork W4308216147 @default.
- W4378718194 hasRelatedWork W4312523514 @default.
- W4378718194 isParatext "false" @default.
- W4378718194 isRetracted "false" @default.
- W4378718194 workType "article" @default.