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Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks

Maya Bechler-Speicher, Ben Finkelshtein, Fabrizio Frasca, Luis Müller, Jan Tönshoff, Antoine Siraudin, Viktor Zaverkin, Michael M. Bronstein, Mathias Niepert, Bryan Perozzi, Mikhail Galkin, Christopher Morris

Proceedings of the 42nd International Conference on Machine Learning (ICML), 2025.


Abstract


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BibTeX

@inproceedings{bechlerspeicher2025position, author = {Bechler-Speicher, Maya and Finkelshtein, Ben and Frasca, Fabrizio and M{\"u}ller, Luis and T{\"o}nshoff, Jan and Siraudin, Antoine and Zaverkin, Viktor and Bronstein, Michael M. and Niepert, Mathias and Perozzi, Bryan and Galkin, Mikhail and Morris, Christopher}, title = {Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks}, booktitle = {Proceedings of the 42nd International Conference on Machine Learning (ICML)}, year = {2025} }