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DeepBreath-automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries

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Deep Learning Theory Through the Lens of Diagonal Linear Networks

Scott William Pesme

In this PhD manuscript, we explore optimisation phenomena which occur in complex neural networks through the lens of

2

-layer diagonal linear networks. This rudimentary architecture, which consists of a two layer feedforward linear network with a diagonal ...

EPFL2024

DeepBreath-automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries

Graph Chatbot

Chattez avec Graph Search

Deep learning approach for identification of H II regions during reionization in 21-cm observations - II. Foreground contamination

Stability of influenza A virus in droplets and aerosols is heightened by the presence of commensal respiratory bacteria

Random matrix methods for high-dimensional machine learning models

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Inactivation of influenza A virus in expiratory droplets and aerosol particles and the associated physicochemical drivers

Residual-based attention in physics-informed neural networks

Predicting the long-term collective behaviour of fish pairs with deep learning

Topics in statistical physics of high-dimensional machine learning

Performing and Detecting Backdoor Attacks on Face Recognition Algorithms

Partial discharge localization in power transformer tanks using machine learning methods

Performing and Detecting Backdoor Attacks on Face Recognition Algorithms

Topics in statistical physics of high-dimensional machine learning

Predicting the long-term collective behaviour of fish pairs with deep learning

Residual-based attention in physics-informed neural networks

Inactivation of influenza A virus in expiratory droplets and aerosol particles and the associated physicochemical drivers

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Random matrix methods for high-dimensional machine learning models

Stability of influenza A virus in droplets and aerosols is heightened by the presence of commensal respiratory bacteria

Deep learning approach for identification of H II regions during reionization in 21-cm observations - II. Foreground contamination

Partial discharge localization in power transformer tanks using machine learning methods