Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387634319> ?p ?o ?g. }
Showing items 1 to 59 of
59
with 100 items per page.
- W4387634319 abstract "We present a novel theory of the microstructure of deep neural networks. Using a theoretical framework called statistical teleodynamics, which is a conceptual synthesis of statistical thermodynamics and potential game theory, we predict that all highly connected layers of deep neural networks have a universal microstructure of connection strengths that is distributed lognormally ($LN({mu}, {sigma})$). Furthermore, under ideal conditions, the theory predicts that ${mu}$ and ${sigma}$ are the same for all layers in all networks. This is shown to be the result of an arbitrage equilibrium where all connections compete and contribute the same effective utility towards the minimization of the overall loss function. These surprising predictions are shown to be supported by empirical data from six large-scale deep neural networks in real life. We also discuss how these results can be exploited to reduce the amount of data, time, and computational resources needed to train large deep neural networks." @default.
- W4387634319 created "2023-10-14" @default.
- W4387634319 creator A5006179231 @default.
- W4387634319 creator A5050679262 @default.
- W4387634319 creator A5093024124 @default.
- W4387634319 date "2023-10-10" @default.
- W4387634319 modified "2023-10-15" @default.
- W4387634319 title "Jaynes Machine: The universal microstructure of deep neural networks" @default.
- W4387634319 doi "https://doi.org/10.48550/arxiv.2310.06960" @default.
- W4387634319 hasPublicationYear "2023" @default.
- W4387634319 type Work @default.
- W4387634319 citedByCount "0" @default.
- W4387634319 crossrefType "posted-content" @default.
- W4387634319 hasAuthorship W4387634319A5006179231 @default.
- W4387634319 hasAuthorship W4387634319A5050679262 @default.
- W4387634319 hasAuthorship W4387634319A5093024124 @default.
- W4387634319 hasBestOaLocation W43876343191 @default.
- W4387634319 hasConcept C121332964 @default.
- W4387634319 hasConcept C121864883 @default.
- W4387634319 hasConcept C13355873 @default.
- W4387634319 hasConcept C14036430 @default.
- W4387634319 hasConcept C154945302 @default.
- W4387634319 hasConcept C2524010 @default.
- W4387634319 hasConcept C2984842247 @default.
- W4387634319 hasConcept C33923547 @default.
- W4387634319 hasConcept C41008148 @default.
- W4387634319 hasConcept C50644808 @default.
- W4387634319 hasConcept C78458016 @default.
- W4387634319 hasConcept C86803240 @default.
- W4387634319 hasConcept C99874945 @default.
- W4387634319 hasConceptScore W4387634319C121332964 @default.
- W4387634319 hasConceptScore W4387634319C121864883 @default.
- W4387634319 hasConceptScore W4387634319C13355873 @default.
- W4387634319 hasConceptScore W4387634319C14036430 @default.
- W4387634319 hasConceptScore W4387634319C154945302 @default.
- W4387634319 hasConceptScore W4387634319C2524010 @default.
- W4387634319 hasConceptScore W4387634319C2984842247 @default.
- W4387634319 hasConceptScore W4387634319C33923547 @default.
- W4387634319 hasConceptScore W4387634319C41008148 @default.
- W4387634319 hasConceptScore W4387634319C50644808 @default.
- W4387634319 hasConceptScore W4387634319C78458016 @default.
- W4387634319 hasConceptScore W4387634319C86803240 @default.
- W4387634319 hasConceptScore W4387634319C99874945 @default.
- W4387634319 hasLocation W43876343191 @default.
- W4387634319 hasOpenAccess W4387634319 @default.
- W4387634319 hasPrimaryLocation W43876343191 @default.
- W4387634319 hasRelatedWork W184455116 @default.
- W4387634319 hasRelatedWork W1978142926 @default.
- W4387634319 hasRelatedWork W2018846834 @default.
- W4387634319 hasRelatedWork W2028768252 @default.
- W4387634319 hasRelatedWork W2045569473 @default.
- W4387634319 hasRelatedWork W2091905034 @default.
- W4387634319 hasRelatedWork W2307595802 @default.
- W4387634319 hasRelatedWork W2371558776 @default.
- W4387634319 hasRelatedWork W3157395178 @default.
- W4387634319 hasRelatedWork W587735977 @default.
- W4387634319 isParatext "false" @default.
- W4387634319 isRetracted "false" @default.
- W4387634319 workType "article" @default.