Publications

@workshop{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},

urldate = {2020-01-01},

journal = {arXiv preprint arXiv:2001.00939},

keywords = {deep learning, flatness, generalization, learning theory, loss surface, neural networks, robustness},

pubstate = {published},

tppubtype = {workshop}

}

@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}

}