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Pablo Barceló, Diego Figueira, Miguel Romero · 2019 · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · DOI 10.4230/lipics.icalp.2019.104

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

cs.LG · 2025-12-22 · conditional · novelty 7.0

GNNs with ReLU can compute numerical graph queries that GNNs with bounded, saturating activations cannot, even when both use linear layers.

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A Logical View of GNN-Style Computation and the Role of Activation Functions cs.LG · 2025-12-22 · conditional · none · ref 4
GNNs with ReLU can compute numerical graph queries that GNNs with bounded, saturating activations cannot, even when both use linear layers.

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