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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

Laboratoire de traitement des signaux 5

Graph Chatbot

Chattez avec Graph Search

Impact of Mitofusin 2 in the Nucleus Accumbens on motivated behavior and underlying neurobiological mechanisms

Boosting likelihood learning with event reweighting

Learning the intrinsic dynamics of spatio-temporal processes through Latent Dynamics Networks

Seebeck Coefficient of Ionic Conductors from Bayesian Regression Analysis

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Novel theory and potential applications of central diastolic pressure decay time constant

Transdiagnostic markers across the psychosis continuum: a systematic review and meta-analysis of resting state fMRI studies

Diving into the heterogeneity of the visual system

SVGC-AVA: 360-Degree Video Saliency Prediction With Spherical Vector-Based Graph Convolution and Audio-Visual Attention

Involvement of prelimbic cortex neurons and related circuits in the acquisition of a cooperative learning by pairs of rats

Boosting likelihood learning with event reweighting

Impact of Mitofusin 2 in the Nucleus Accumbens on motivated behavior and underlying neurobiological mechanisms

Seebeck Coefficient of Ionic Conductors from Bayesian Regression Analysis

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Novel theory and potential applications of central diastolic pressure decay time constant

Diving into the heterogeneity of the visual system

Learning the intrinsic dynamics of spatio-temporal processes through Latent Dynamics Networks

Transdiagnostic markers across the psychosis continuum: a systematic review and meta-analysis of resting state fMRI studies

SVGC-AVA: 360-Degree Video Saliency Prediction With Spherical Vector-Based Graph Convolution and Audio-Visual Attention

Involvement of prelimbic cortex neurons and related circuits in the acquisition of a cooperative learning by pairs of rats