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cs.LGNov 12, 2020
1
citations (OpenAlex)
authors
  • Javier R. Movellan
  • Prasad Gabbur
arXiv abstractPDF
paper

Probabilistic Transformers

arXiv:2010.15583

Abstract

We show that Transformers are Maximum Posterior Probability estimators for Mixtures of Gaussian Models. This brings a probabilistic point of view to Transformers and suggests extensions to other probabilistic cases.

References in corpus (4)

  • Neural Machine Translation by Jointly Learning to Align and Translate
  • Hopfield Networks is All You Need
  • The Lipschitz Constant of Self-Attention
  • Attention that does not Explain Away
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