Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380558558> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4380558558 abstract "Data for pretraining machine learning models often consists of collections of heterogeneous datasets. Although training on their union is reasonable in agnostic settings, it might be suboptimal when the target domain -- where the model will ultimately be used -- is known in advance. In that case, one would ideally pretrain only on the dataset(s) most similar to the target one. Instead of limiting this choice to those datasets already present in the pretraining collection, here we explore extending this search to all datasets that can be synthesized as `combinations' of them. We define such combinations as multi-dataset interpolations, formalized through the notion of generalized geodesics from optimal transport (OT) theory. We compute these geodesics using a recent notion of distance between labeled datasets, and derive alternative interpolation schemes based on it: using either barycentric projections or optimal transport maps, the latter computed using recent neural OT methods. These methods are scalable, efficient, and -- notably -- can be used to interpolate even between datasets with distinct and unrelated label sets. Through various experiments in transfer learning in computer vision, we demonstrate this is a promising new approach for targeted on-demand dataset synthesis." @default.
- W4380558558 created "2023-06-14" @default.
- W4380558558 creator A5009860808 @default.
- W4380558558 creator A5048032319 @default.
- W4380558558 date "2023-06-12" @default.
- W4380558558 modified "2023-09-23" @default.
- W4380558558 title "Generating Synthetic Datasets by Interpolating along Generalized Geodesics" @default.
- W4380558558 doi "https://doi.org/10.48550/arxiv.2306.06866" @default.
- W4380558558 hasPublicationYear "2023" @default.
- W4380558558 type Work @default.
- W4380558558 citedByCount "0" @default.
- W4380558558 crossrefType "posted-content" @default.
- W4380558558 hasAuthorship W4380558558A5009860808 @default.
- W4380558558 hasAuthorship W4380558558A5048032319 @default.
- W4380558558 hasBestOaLocation W43805585581 @default.
- W4380558558 hasConcept C104114177 @default.
- W4380558558 hasConcept C11413529 @default.
- W4380558558 hasConcept C119857082 @default.
- W4380558558 hasConcept C124101348 @default.
- W4380558558 hasConcept C127413603 @default.
- W4380558558 hasConcept C128356825 @default.
- W4380558558 hasConcept C134306372 @default.
- W4380558558 hasConcept C137800194 @default.
- W4380558558 hasConcept C153180895 @default.
- W4380558558 hasConcept C154945302 @default.
- W4380558558 hasConcept C160920958 @default.
- W4380558558 hasConcept C165818556 @default.
- W4380558558 hasConcept C188198153 @default.
- W4380558558 hasConcept C2524010 @default.
- W4380558558 hasConcept C33923547 @default.
- W4380558558 hasConcept C36503486 @default.
- W4380558558 hasConcept C41008148 @default.
- W4380558558 hasConcept C48044578 @default.
- W4380558558 hasConcept C77088390 @default.
- W4380558558 hasConcept C78519656 @default.
- W4380558558 hasConcept C80444323 @default.
- W4380558558 hasConceptScore W4380558558C104114177 @default.
- W4380558558 hasConceptScore W4380558558C11413529 @default.
- W4380558558 hasConceptScore W4380558558C119857082 @default.
- W4380558558 hasConceptScore W4380558558C124101348 @default.
- W4380558558 hasConceptScore W4380558558C127413603 @default.
- W4380558558 hasConceptScore W4380558558C128356825 @default.
- W4380558558 hasConceptScore W4380558558C134306372 @default.
- W4380558558 hasConceptScore W4380558558C137800194 @default.
- W4380558558 hasConceptScore W4380558558C153180895 @default.
- W4380558558 hasConceptScore W4380558558C154945302 @default.
- W4380558558 hasConceptScore W4380558558C160920958 @default.
- W4380558558 hasConceptScore W4380558558C165818556 @default.
- W4380558558 hasConceptScore W4380558558C188198153 @default.
- W4380558558 hasConceptScore W4380558558C2524010 @default.
- W4380558558 hasConceptScore W4380558558C33923547 @default.
- W4380558558 hasConceptScore W4380558558C36503486 @default.
- W4380558558 hasConceptScore W4380558558C41008148 @default.
- W4380558558 hasConceptScore W4380558558C48044578 @default.
- W4380558558 hasConceptScore W4380558558C77088390 @default.
- W4380558558 hasConceptScore W4380558558C78519656 @default.
- W4380558558 hasConceptScore W4380558558C80444323 @default.
- W4380558558 hasLocation W43805585581 @default.
- W4380558558 hasOpenAccess W4380558558 @default.
- W4380558558 hasPrimaryLocation W43805585581 @default.
- W4380558558 hasRelatedWork W2302028273 @default.
- W4380558558 hasRelatedWork W2348925352 @default.
- W4380558558 hasRelatedWork W2364921833 @default.
- W4380558558 hasRelatedWork W2388030554 @default.
- W4380558558 hasRelatedWork W2461970972 @default.
- W4380558558 hasRelatedWork W2943886656 @default.
- W4380558558 hasRelatedWork W3026534141 @default.
- W4380558558 hasRelatedWork W3122321081 @default.
- W4380558558 hasRelatedWork W4225307033 @default.
- W4380558558 hasRelatedWork W4287777341 @default.
- W4380558558 isParatext "false" @default.
- W4380558558 isRetracted "false" @default.
- W4380558558 workType "article" @default.