2020
|
Petzka, Henning; Adilova, Linara; Kamp, Michael; Sminchisescu, Cristian Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks (Unpublished) 2020. (Links | BibTeX | Tags: deep learning, flatness, generalization, learning theory, loss surface, neural networks, robustness) @unpublished{petzka2020feature,
title = {Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks},
author = {Henning Petzka and Linara Adilova and Michael Kamp and Cristian Sminchisescu},
url = {http://michaelkamp.org/wp-content/uploads/2020/01/flatnessFeatureRobustnessGeneralization.pdf},
year = {2020},
date = {2020-01-01},
journal = {arXiv preprint arXiv:2001.00939},
keywords = {deep learning, flatness, generalization, learning theory, loss surface, neural networks, robustness},
pubstate = {published},
tppubtype = {unpublished}
}
|
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) @workshop{petzka2019reparameterization,
title = {A Reparameterization-Invariant Flatness Measure for Deep Neural Networks},
author = {Henning Petzka and Linara Adilova and Michael Kamp and Cristian Sminchisescu},
url = {https://arxiv.org/pdf/1912.00058},
year = {2019},
date = {2019-01-01},
booktitle = {Science meets Engineering of Deep Learning workshop at NeurIPS},
keywords = {deep learning, flatness, generalization, learning theory, loss surface, neural networks, robustness},
pubstate = {published},
tppubtype = {workshop}
}
|