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Invited Talk: Gitta Kutyniok
One or maybe the main reason for the impressive success of deep neural networks in both public life and science is their amazing generalization ability, namely their performance on unseen data. However, this phenomenon is still to a large extent a mystery.

In this talk, we will provide an introduction to this problem and discuss some recent advances. We will then focus on graph convolutional neural networks and show how to unravel part of the mystery in this situation completely.
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