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Pierfrancesco Beneventano
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3
Gradient Descent Converges Linearly to Flatter Minima than Gradient Flow in Shallow Linear Networks
Yesterday by
Pierfrancesco Beneventano
and
Blake Woodworth
Machine Learning
,
Optimization and Control
Edge of Stochastic Stability: Revisiting the Edge of Stability for SGD
29 December 2024 by
Arseniy Andreyev
and
Pierfrancesco Beneventano
Machine Learning
,
Optimization and Control
How Neural Networks Learn the Support is an Implicit Regularization Effect of SGD
17 June 2024 by
Pierfrancesco Beneventano
and
others
Machine Learning
,
Optimization and Control
On the Trajectories of SGD Without Replacement
20 April 2024 by
Pierfrancesco Beneventano
at
Princeton University
Machine Learning
,
Optimization and Control
Deep neural network approximation theory for high-dimensional functions
29 December 2021 by
Pierfrancesco Beneventano
and
others
Numerical Analysis
High-dimensional approximation spaces of artificial neural networks and applications to partial differential equations
8 December 2020 by
Pierfrancesco Beneventano
and
others
Numerical Analysis
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Numerical Analysis
Machine Learning
Optimization and Control