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Memorization-Dilation: Modeling Neural Collapse Under Noise



Duc Anh Nguyen , Ron Levie , Julian Lienen , Gitta Kutyniok , Eyke Hüllermeier


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OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs



Yangze Zhou , Gitta Kutyniok , Bruno Ribeiro

* Under submission 

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Inverse Problems Are Solvable on Real Number Signal Processing Hardware



Holger Boche , Adalbert Fono , Gitta Kutyniok

* typos corrected 

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The Mathematics of Artificial Intelligence



Gitta Kutyniok

* 16 pages, 7 figures 

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Limitations of Deep Learning for Inverse Problems on Digital Hardware



Holger Boche , Adalbert Fono , Gitta Kutyniok


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Stability and Generalization Capabilities of Message Passing Graph Neural Networks



Sohir Maskey , Yunseok Lee , Ron Levie , Gitta Kutyniok

* typos corrected 

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LocUNet: Fast Urban Positioning Using Radio Maps and Deep Learning



Çağkan Yapar , Ron Levie , Gitta Kutyniok , Giuseppe Caire

* To appear in ICASSP 2022. arXiv admin note: substantial text overlap with arXiv:2106.12556 

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Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization



Mariia Seleznova , Gitta Kutyniok


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Cartoon Explanations of Image Classifiers



Stefan Kolek , Duc Anh Nguyen , Ron Levie , Joan Bruna , Gitta Kutyniok


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A Rate-Distortion Framework for Explaining Black-box Model Decisions



Stefan Kolek , Duc Anh Nguyen , Ron Levie , Joan Bruna , Gitta Kutyniok


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