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The overfitted brain hypothesis. | LitMetric

The overfitted brain hypothesis.

Patterns (N Y)

Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.

Published: May 2021

AI Article Synopsis

  • Dreaming may play a crucial role in learning by helping to improve generative models, as many scientists suggest.
  • Erik Hoel introduces a unique hypothesis that dreaming helps reduce overfitting, which is when a model is too tailored to its training data and fails to generalize well.
  • This idea has implications for both neuroscience and advancements in machine-learning systems, highlighting the interdisciplinary nature of studying dreams.

Article Abstract

What is the purpose of dreaming? Many scientists have postulated a role for dreaming in learning, often with the aim of improving generative models. In this issue of , Erik Hoel proposes a novel hypothesis, namely, that dreaming provides a means to reduce overfitting. This hypothesis is interesting both for neuroscience and for the development of new machine-learning systems.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8134936PMC
http://dx.doi.org/10.1016/j.patter.2021.100268DOI Listing

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