A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning

The Gumbel-max trick is a method to draw a sample from a categorical distribution, given by its unnormalized (log-)probabilities. Over the past years, the machine learning community has proposed several extensions of this trick to facilitate, e.g., drawing multiple samples, sampling from structured...

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Veröffentlicht in:	IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 2 vom: 07. Feb., Seite 1353-1371
1. Verfasser:	Huijben, Iris A M (VerfasserIn)
Weitere Verfasser:	Kool, Wouter, Paulus, Max B, van Sloun, Ruud J G
Format:	Online-Aufsatz
Sprache:	English
Veröffentlicht:	2023
Zugriff auf das übergeordnete Werk:	IEEE transactions on pattern analysis and machine intelligence
Schlagworte:	Journal Article