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Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching

Federico Errica, Henrik Christiansen, Viktor Zaverkin, Takashi Maruyama, Mathias Niepert, Francesco Alesiani

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


Abstract


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BibTeX

@inproceedings{errica2025adaptive, author = {Errica, Federico and Christiansen, Henrik and Zaverkin, Viktor and Maruyama, Takashi and Niepert, Mathias and Alesiani, Francesco}, title = {Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching}, booktitle = {Proceedings of the 42nd International Conference on Machine Learning (ICML)}, year = {2025} }