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08/09/2023
Decorrelating neurons using persistence
We propose a novel way to improve the generalisation capacity of deep le...
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03/07/2023
A topological classifier to characterize brain states: When shape matters more than variance
Despite the remarkable accuracies attained by machine learning classifie...
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02/06/2023
Importance attribution in neural networks by means of persistence landscapes of time series
We propose and implement a method to analyze time series with a neural n...
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03/23/2022
Towards explaining the generalization gap in neural networks using topological data analysis
Understanding how neural networks generalize on unseen data is crucial f...
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03/03/2022