Publications

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2021

Petzka, Henning; Kamp, Michael; Adilova, Linara; Sminchisescu, Cristian; Boley, Mario

Relative Flatness and Generalization (Inproceedings)

In: Advances in Neural Information Processing Systems, Curran Associates, Inc., 2021.

(Abstract | BibTeX | Tags: deep learning, flatness, generalization, Hessian, learning theory, relative flatness, theory of deep learning)

2020

Petzka, Henning; Adilova, Linara; Kamp, Michael; Sminchisescu, Cristian

Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks (Workshop)

2020.

(Links | BibTeX | Tags: deep learning, flatness, generalization, learning theory, loss surface, neural networks, robustness)

2019

Petzka, Henning; Adilova, Linara; Kamp, Michael; Sminchisescu, Cristian

A Reparameterization-Invariant Flatness Measure for Deep Neural Networks (Workshop)

Science meets Engineering of Deep Learning workshop at NeurIPS, 2019.

(Links | BibTeX | Tags: deep learning, flatness, generalization, learning theory, loss surface, neural networks, robustness)