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AI-sandbox/neural-admixture: Improved stability

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 31 Jul 2023Publisher:Zenodo
Authors: Albert Dominguez Mantes; Alexander Ioannidis; Daniel Mas Montserrat;

doi: 10.5281/zenodo.8200671 , 10.5281/zenodo.8200685

AI-sandbox/neural-admixture: Improved stability

Abstract

Added warmup training for initialization of Q to improve training stability. Changed default P initialization to 'pckmeans'. Changed convergence check so it is performed after 15 epochs. Changed default learning rate to 1e-5 instead of 1e-4.

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
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