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12/15/2022
Asymptotic Analysis of Deep Residual Networks
We investigate the asymptotic properties of deep Residual networks (ResN...
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04/14/2022
Convergence and Implicit Regularization Properties of Gradient Descent for Deep Residual Networks
We prove linear convergence of gradient descent to a global minimum for ...
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03/24/2022
Rough volatility: fact or artefact?
We investigate the statistical evidence for the use of `rough' fractiona...
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05/25/2021
Scaling Properties of Deep Residual Networks
Residual networks (ResNets) have displayed impressive results in pattern...
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03/19/2018