Search Results for author: Billy J. Franks

Found 1 papers, 0 papers with code

Weisfeiler-Leman at the margin: When more expressivity matters

no code implementations12 Feb 2024 Billy J. Franks, Christopher Morris, Ameya Velingker, Floris Geerts

Moreover, we focus on augmenting $1$-WL and MPNNs with subgraph information and employ classical margin theory to investigate the conditions under which an architecture's increased expressivity aligns with improved generalization performance.

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