Martin Ritzert
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Weisfeiler and leman go neural: Higher-order graph neural networks
C Morris, M Ritzert, M Fey, WL Hamilton, JE Lenssen, G Rattan, M Grohe
Proceedings of the AAAI Conference on Artificial Intelligence 33, 4602-4609, 2019
Learning first-order definable concepts over structures of small degree
M Grohe, M Ritzert
2017 32nd Annual ACM/IEEE Symposium on Logic in Computer Science (LICS), 1-12, 2017
Learning MSO-definable hypotheses on string
M Grohe, C Löding, M Ritzert
arXiv preprint arXiv:1708.08081, 2017
RUN-CSP: Unsupervised Learning of Message Passing Networks for Binary Constraint Satisfaction Problems
J Toenshoff, M Ritzert, H Wolf, M Grohe
arXiv preprint arXiv:1909.08387, 2019
Graph Neural Networks for Maximum Constraint Satisfaction
JM Tönshoff, M Ritzert, H Wolf, M Grohe
Frontiers in Artificial Intelligence 3, 98, 2020
Learning Definable Hypotheses on Trees
E Grienenberger, M Ritzert
22nd International Conference on Database Theory (ICDT 2019), 2019
The Effects of Randomness on the Stability of Node Embeddings
T Schumacher, H Wolf, M Ritzert, F Lemmerich, J Bachmann, F Frantzen, ...
arXiv preprint arXiv:2005.10039, 2020
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