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Guillermo Valle-Perez

2 accepted papers

2022

Language-biased image classification: evaluation based on semantic representations

ICLR 2022poster

Humans show language-biased image recognition for a word-embedded image, known as picture-word interference. Such interference depends on hierarchical semantic categories and reflects that human language processing highly interacts with visual processing. Similar to humans, recent artificial models…

2019

Deep learning generalizes because the parameter-function map is biased towards simple functions

ICLR 2019poster

Deep neural networks (DNNs) generalize remarkably well without explicit regularization even in the strongly over-parametrized regime where classical learning theory would instead predict that they would severely overfit. While many proposals for some kind of implicit regularization have been made…

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