FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4381553381> ?p ?o ?g. }

• W4381553381 abstract "The training process of generative adversarial networks (GANs) is unstable and does not converge globally. In this paper, we examine the stability of GANs from the perspective of control theory and propose a universal higher-order noise-based controller called Brownian Motion Controller (BMC). Starting with the prototypical case of Dirac-GANs, we design a BMC to retrieve precisely the same but reachable optimal equilibrium. We theoretically prove that the training process of DiracGANs-BMC is globally exponential stable and derive bounds on the rate of convergence. Then we extend our BMC to normal GANs and provide implementation instructions on GANs-BMC. Our experiments show that our GANs-BMC effectively stabilizes GANs' training under StyleGANv2-ada frameworks with a faster rate of convergence, a smaller range of oscillation, and better performance in terms of FID score." @default.
• W4381553381 created "2023-06-22" @default.
• W4381553381 creator A5020580195 @default.
• W4381553381 creator A5032686951 @default.
• W4381553381 creator A5087081159 @default.
• W4381553381 creator A5089658481 @default.
• W4381553381 date "2023-06-17" @default.
• W4381553381 modified "2023-09-25" @default.
• W4381553381 title "Stabilizing GANs' Training with Brownian Motion Controller" @default.
• W4381553381 doi "https://doi.org/10.48550/arxiv.2306.10468" @default.
• W4381553381 hasPublicationYear "2023" @default.
• W4381553381 type Work @default.
• W4381553381 citedByCount "0" @default.
• W4381553381 crossrefType "posted-content" @default.
• W4381553381 hasAuthorship W4381553381A5020580195 @default.
• W4381553381 hasAuthorship W4381553381A5032686951 @default.
• W4381553381 hasAuthorship W4381553381A5087081159 @default.
• W4381553381 hasAuthorship W4381553381A5089658481 @default.
• W4381553381 hasBestOaLocation W43815533811 @default.
• W4381553381 hasConcept C105795698 @default.
• W4381553381 hasConcept C111919701 @default.
• W4381553381 hasConcept C112401455 @default.
• W4381553381 hasConcept C112972136 @default.
• W4381553381 hasConcept C115961682 @default.
• W4381553381 hasConcept C119857082 @default.
• W4381553381 hasConcept C121332964 @default.
• W4381553381 hasConcept C12713177 @default.
• W4381553381 hasConcept C127162648 @default.
• W4381553381 hasConcept C134306372 @default.
• W4381553381 hasConcept C151376022 @default.
• W4381553381 hasConcept C154945302 @default.
• W4381553381 hasConcept C158622935 @default.
• W4381553381 hasConcept C159985019 @default.
• W4381553381 hasConcept C162324750 @default.
• W4381553381 hasConcept C167964875 @default.
• W4381553381 hasConcept C192562407 @default.
• W4381553381 hasConcept C203479927 @default.
• W4381553381 hasConcept C204323151 @default.
• W4381553381 hasConcept C2775924081 @default.
• W4381553381 hasConcept C2777303404 @default.
• W4381553381 hasConcept C28826006 @default.
• W4381553381 hasConcept C31258907 @default.
• W4381553381 hasConcept C33923547 @default.
• W4381553381 hasConcept C39890363 @default.
• W4381553381 hasConcept C41008148 @default.
• W4381553381 hasConcept C47446073 @default.
• W4381553381 hasConcept C50522688 @default.
• W4381553381 hasConcept C57869625 @default.
• W4381553381 hasConcept C62520636 @default.
• W4381553381 hasConcept C6557445 @default.
• W4381553381 hasConcept C86803240 @default.
• W4381553381 hasConcept C98045186 @default.
• W4381553381 hasConcept C99498987 @default.
• W4381553381 hasConceptScore W4381553381C105795698 @default.
• W4381553381 hasConceptScore W4381553381C111919701 @default.
• W4381553381 hasConceptScore W4381553381C112401455 @default.
• W4381553381 hasConceptScore W4381553381C112972136 @default.
• W4381553381 hasConceptScore W4381553381C115961682 @default.
• W4381553381 hasConceptScore W4381553381C119857082 @default.
• W4381553381 hasConceptScore W4381553381C121332964 @default.
• W4381553381 hasConceptScore W4381553381C12713177 @default.
• W4381553381 hasConceptScore W4381553381C127162648 @default.
• W4381553381 hasConceptScore W4381553381C134306372 @default.
• W4381553381 hasConceptScore W4381553381C151376022 @default.
• W4381553381 hasConceptScore W4381553381C154945302 @default.
• W4381553381 hasConceptScore W4381553381C158622935 @default.
• W4381553381 hasConceptScore W4381553381C159985019 @default.
• W4381553381 hasConceptScore W4381553381C162324750 @default.
• W4381553381 hasConceptScore W4381553381C167964875 @default.
• W4381553381 hasConceptScore W4381553381C192562407 @default.
• W4381553381 hasConceptScore W4381553381C203479927 @default.
• W4381553381 hasConceptScore W4381553381C204323151 @default.
• W4381553381 hasConceptScore W4381553381C2775924081 @default.
• W4381553381 hasConceptScore W4381553381C2777303404 @default.
• W4381553381 hasConceptScore W4381553381C28826006 @default.
• W4381553381 hasConceptScore W4381553381C31258907 @default.
• W4381553381 hasConceptScore W4381553381C33923547 @default.
• W4381553381 hasConceptScore W4381553381C39890363 @default.
• W4381553381 hasConceptScore W4381553381C41008148 @default.
• W4381553381 hasConceptScore W4381553381C47446073 @default.
• W4381553381 hasConceptScore W4381553381C50522688 @default.
• W4381553381 hasConceptScore W4381553381C57869625 @default.
• W4381553381 hasConceptScore W4381553381C62520636 @default.
• W4381553381 hasConceptScore W4381553381C6557445 @default.
• W4381553381 hasConceptScore W4381553381C86803240 @default.
• W4381553381 hasConceptScore W4381553381C98045186 @default.
• W4381553381 hasConceptScore W4381553381C99498987 @default.
• W4381553381 hasLocation W43815533811 @default.
• W4381553381 hasOpenAccess W4381553381 @default.
• W4381553381 hasPrimaryLocation W43815533811 @default.
• W4381553381 hasRelatedWork W1951592112 @default.
• W4381553381 hasRelatedWork W1995111405 @default.
• W4381553381 hasRelatedWork W2113858380 @default.
• W4381553381 hasRelatedWork W2127061950 @default.
• W4381553381 hasRelatedWork W2181493544 @default.
• W4381553381 hasRelatedWork W2389312642 @default.
• W4381553381 hasRelatedWork W2791491203 @default.
• W4381553381 hasRelatedWork W2902973107 @default.
• W4381553381 hasRelatedWork W4224056445 @default.
• W4381553381 hasRelatedWork W2153562553 @default.

• next