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Physical neural network

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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

Physical neural network

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Small-scale robotic devices for medical interventions in the brain

Mitigating Object Dependencies: Improving Point Cloud Self-Supervised Learning through Object Exchange

InterpretCC: Intrinsic User-Centric Interpretability through Global Mixture of Experts

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Infusing structured knowledge priors in neural models for sample-efficient symbolic reasoning

Whole-heart electromechanical simulations using Latent Neural Ordinary Differential Equations

Task-driven neural network models predict neural dynamics of proprioception: Experimental data, activations and predictions of neural network models

Memristive Control of Plasmon-Mediated Nonlinear Photoluminescence in Au Nanowires

3D trigonal FAPbI(3)-based multilevel resistive switching nonvolatile memory for artificial neural synapse

Deep Learning Theory Through the Lens of Diagonal Linear Networks

Small-scale robotic devices for medical interventions in the brain

Mitigating Object Dependencies: Improving Point Cloud Self-Supervised Learning through Object Exchange

Memristive Control of Plasmon-Mediated Nonlinear Photoluminescence in Au Nanowires

InterpretCC: Intrinsic User-Centric Interpretability through Global Mixture of Experts

Task-driven neural network models predict neural dynamics of proprioception: Experimental data, activations and predictions of neural network models

Whole-heart electromechanical simulations using Latent Neural Ordinary Differential Equations

Infusing structured knowledge priors in neural models for sample-efficient symbolic reasoning

3D trigonal FAPbI(3)-based multilevel resistive switching nonvolatile memory for artificial neural synapse