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06/21/2022
On the effectiveness of persistent homology
Persistent homology (PH) is one of the most popular methods in Topologic...
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06/23/2021
Weisfeiler and Lehman Go Cellular: CW Networks
Graph Neural Networks (GNNs) are limited in their expressive power, stru...
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03/04/2021
Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks
The pairwise interaction paradigm of graph machine learning has predomin...
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11/30/2020
Can neural networks learn persistent homology features?
Topological data analysis uses tools from topology – the mathematical ar...
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06/18/2020