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01/09/2022
Stability Based Generalization Bounds for Exponential Family Langevin Dynamics
We study generalization bounds for noisy stochastic mini-batch iterative...
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12/11/2021
Early Stopping for Deep Image Prior
Deep image prior (DIP) and its variants have showed remarkable potential...
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02/23/2020
De-randomized PAC-Bayes Margin Bounds: Applications to Non-convex and Non-smooth Predictors
In spite of several notable efforts, explaining the generalization of de...
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07/24/2019
Hessian based analysis of SGD for Deep Nets: Dynamics and Generalization
While stochastic gradient descent (SGD) and variants have been surprisin...
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06/04/2019