Measuring the Intrinsic Dimension of Objective Landscapes
TL;DR
We measure intrinsic network complexity. So now you can say "CIFAR-10 is about ten times as hard as MNIST", or "Humanoid is at the same level of complexity as MNIST".
Venue
In Sixth International Conference on Learning Representations (ICLR 2018).
BibTeX
@article{li2018measuring,
title={Measuring the intrinsic dimension of objective landscapes},
author={Li, Chunyuan and Farkhoor, Heerad and Liu, Rosanne and Yosinski, Jason},
booktitle={International Conference on Learning Representations (ICLR)},
year={2018}
}
title={Measuring the intrinsic dimension of objective landscapes},
author={Li, Chunyuan and Farkhoor, Heerad and Liu, Rosanne and Yosinski, Jason},
booktitle={International Conference on Learning Representations (ICLR)},
year={2018}
}
Date
April, 2018