FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3205277314> ?p ?o ?g. }

• W3205277314 abstract "We analyze neural networks composed of bijective flows and injective expansive elements. We find that such networks universally approximate a large class of manifolds simultaneously with densities supported on them. Among others, our results apply to the well-known coupling and autoregressive flows. We build on the work of Teshima et al. 2020 on bijective flows and study injective architectures proposed in Brehmer et al. 2020 and Kothari et al. 2021. Our results leverage a new theoretical device called the embedding gap, which measures how far one continuous manifold is from embedding another. We relate the embedding gap to a relaxation of universally we call the manifold embedding property, capturing the geometric part of universality. Our proof also establishes that optimality of a network can be established in reverse, resolving a conjecture made in Brehmer et al. 2020 and opening the door for simple layer-wise training schemes. Finally, we show that the studied networks admit an exact layer-wise projection result, Bayesian uncertainty quantification, and black-box recovery of network weights." @default.
• W3205277314 created "2021-10-25" @default.
• W3205277314 creator A5002015062 @default.
• W3205277314 creator A5014329642 @default.
• W3205277314 creator A5026803226 @default.
• W3205277314 creator A5052627284 @default.
• W3205277314 date "2021-10-08" @default.
• W3205277314 modified "2023-09-27" @default.
• W3205277314 title "Universal Joint Approximation of Manifolds and Densities by Simple Injective Flows." @default.
• W3205277314 cites W1481615578 @default.
• W3205277314 cites W1522579744 @default.
• W3205277314 cites W1583912456 @default.
• W3205277314 cites W1990457366 @default.
• W3205277314 cites W2025150053 @default.
• W3205277314 cites W2331051021 @default.
• W3205277314 cites W2409550820 @default.
• W3205277314 cites W2431962807 @default.
• W3205277314 cites W2528305538 @default.
• W3205277314 cites W2595294663 @default.
• W3205277314 cites W2786178913 @default.
• W3205277314 cites W2787302432 @default.
• W3205277314 cites W2798909945 @default.
• W3205277314 cites W2895434480 @default.
• W3205277314 cites W2946795888 @default.
• W3205277314 cites W2951085270 @default.
• W3205277314 cites W2963139417 @default.
• W3205277314 cites W2963684275 @default.
• W3205277314 cites W2964153674 @default.
• W3205277314 cites W2964343746 @default.
• W3205277314 cites W2970188304 @default.
• W3205277314 cites W2970898247 @default.
• W3205277314 cites W2992005611 @default.
• W3205277314 cites W2994840867 @default.
• W3205277314 cites W3015134397 @default.
• W3205277314 cites W3016484931 @default.
• W3205277314 cites W3034391323 @default.
• W3205277314 cites W3034796035 @default.
• W3205277314 cites W3036169520 @default.
• W3205277314 cites W3036415528 @default.
• W3205277314 cites W3037604831 @default.
• W3205277314 cites W3096233378 @default.
• W3205277314 cites W3125097811 @default.
• W3205277314 cites W3132088462 @default.
• W3205277314 cites W3150807214 @default.
• W3205277314 cites W3175177514 @default.
• W3205277314 cites W2948613292 @default.
• W3205277314 hasPublicationYear "2021" @default.
• W3205277314 type Work @default.
• W3205277314 sameAs 3205277314 @default.
• W3205277314 citedByCount "0" @default.
• W3205277314 crossrefType "posted-content" @default.
• W3205277314 hasAuthorship W3205277314A5002015062 @default.
• W3205277314 hasAuthorship W3205277314A5014329642 @default.
• W3205277314 hasAuthorship W3205277314A5026803226 @default.
• W3205277314 hasAuthorship W3205277314A5052627284 @default.
• W3205277314 hasConcept C105795698 @default.
• W3205277314 hasConcept C111472728 @default.
• W3205277314 hasConcept C114614502 @default.
• W3205277314 hasConcept C118615104 @default.
• W3205277314 hasConcept C128107574 @default.
• W3205277314 hasConcept C138885662 @default.
• W3205277314 hasConcept C153083717 @default.
• W3205277314 hasConcept C154945302 @default.
• W3205277314 hasConcept C184720557 @default.
• W3205277314 hasConcept C202444582 @default.
• W3205277314 hasConcept C24424167 @default.
• W3205277314 hasConcept C2780586882 @default.
• W3205277314 hasConcept C2780990831 @default.
• W3205277314 hasConcept C33923547 @default.
• W3205277314 hasConcept C41008148 @default.
• W3205277314 hasConcept C41608201 @default.
• W3205277314 hasConceptScore W3205277314C105795698 @default.
• W3205277314 hasConceptScore W3205277314C111472728 @default.
• W3205277314 hasConceptScore W3205277314C114614502 @default.
• W3205277314 hasConceptScore W3205277314C118615104 @default.
• W3205277314 hasConceptScore W3205277314C128107574 @default.
• W3205277314 hasConceptScore W3205277314C138885662 @default.
• W3205277314 hasConceptScore W3205277314C153083717 @default.
• W3205277314 hasConceptScore W3205277314C154945302 @default.
• W3205277314 hasConceptScore W3205277314C184720557 @default.
• W3205277314 hasConceptScore W3205277314C202444582 @default.
• W3205277314 hasConceptScore W3205277314C24424167 @default.
• W3205277314 hasConceptScore W3205277314C2780586882 @default.
• W3205277314 hasConceptScore W3205277314C2780990831 @default.
• W3205277314 hasConceptScore W3205277314C33923547 @default.
• W3205277314 hasConceptScore W3205277314C41008148 @default.
• W3205277314 hasConceptScore W3205277314C41608201 @default.
• W3205277314 hasLocation W32052773141 @default.
• W3205277314 hasOpenAccess W3205277314 @default.
• W3205277314 hasPrimaryLocation W32052773141 @default.
• W3205277314 hasRelatedWork W1966699136 @default.
• W3205277314 hasRelatedWork W1975864553 @default.
• W3205277314 hasRelatedWork W2017427469 @default.
• W3205277314 hasRelatedWork W2067610518 @default.
• W3205277314 hasRelatedWork W2156562453 @default.
• W3205277314 hasRelatedWork W2897841782 @default.
• W3205277314 hasRelatedWork W2945456722 @default.
• W3205277314 hasRelatedWork W2962855797 @default.
• W3205277314 hasRelatedWork W2963242323 @default.
• W3205277314 hasRelatedWork W2972646614 @default.

• next