A Logical View of GNN-Style Computation and the Role of Activation Functions

Authors

• 1. Pablo Barceló (Millennium Institute for Foundational Research on Data; National Center for Artificial Intelligence; Pontifical Catholic University of Chile)
• 2. Floris Geerts (University of Antwerp)
• 3. Matthias Lanzinger (Vienna University of Technology)
• 4. Klara Pakhomenko (Hasselt University)
• 5. Jan Van den Bussche (Hasselt University)

@inproceedings{barcelo_pods26,
        address = {New York, NY, USA},
        series = {{PODS} '26},
        title = {{A Logical View of GNN-Style Computation and the Role of Activation Functions}},
        url = {https://dl.acm.org/doi/10.1145/3801914},
        doi = {10.1145/3801914},
        booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
        publisher = {Association for Computing Machinery},
        author = {Barceló, Pablo and Geerts, Floris and Lanzinger, Matthias and Pakhomenko, Klara and Van den Bussche, Jan},
        year = {2026}
}

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