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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

Géométrie

Graph Chatbot

Chattez avec Graph Search

Machine learning models for prediction of electrochemical properties in supercapacitor electrodes using MXene and graphene nanoplatelets

Probabilistic and Deterministic Wellposedness for Low Regularity Dispersive Equations

Gyrokinetic simulations of turbulence in magnetic fusion plasmas using a delta-f PIC scheme with evolving background

Next-Generation Modeling of Cancer Using Organoids

Novel Alkynylation Methods through the Combination of Hypervalent Iodine Reagents and Alkynyl-trifluoroborate Salts

Weyl metallic state induced by helical magnetic order

Inter-discharge optimization for fast, reliable access to ASDEX Upgrade advanced tokamak scenario

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Strain-based analysis on the influence of local undercut geometry on fatigue crack initiation life

Holography and localization of information in quantum gravity

Next-Generation Modeling of Cancer Using Organoids

Inter-discharge optimization for fast, reliable access to ASDEX Upgrade advanced tokamak scenario

Novel Alkynylation Methods through the Combination of Hypervalent Iodine Reagents and Alkynyl-trifluoroborate Salts

Machine learning models for prediction of electrochemical properties in supercapacitor electrodes using MXene and graphene nanoplatelets

Gyrokinetic simulations of turbulence in magnetic fusion plasmas using a delta-f PIC scheme with evolving background

Weyl metallic state induced by helical magnetic order

Strain-based analysis on the influence of local undercut geometry on fatigue crack initiation life

Probabilistic and Deterministic Wellposedness for Low Regularity Dispersive Equations

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Holography and localization of information in quantum gravity