A. Benfenati

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gradient step denoiser 1 input convex neural network 1 plug-and-play denoising 1 poisson inverse problems 1 splitting methods 1

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20242026

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math.DG2024

A singular Riemannian Geometry Approach to Deep Neural Networks III. Piecewise Differentiable Layers and Random Walks on $n$ -dimensional Classes

Alessandro Benfenati, Alessio Marta

Neural networks are playing a crucial role in everyday life, with the most modern generative models able to achieve impressive results. Nonetheless, their functioning is still not…

A singular Riemannian Geometry Approach to Deep Neural Networks III. Piecewise Differentiable Layers and Random Walks on n-dimensional Classes

A singular Riemannian Geometry Approach to Deep Neural Networks III. Piecewise Differentiable Layers and Random Walks on $n$ -dimensional Classes