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geometric renormalization 1graph coarsening 1graph neural networks 1scale-equivariant learning 1zero-shot transfer 1

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most citedTask complexity shapes internal representations and robustness in neural networks

1 citations · 1 across the 4 of their papers we have counts for

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math.AT2026

Motif-based filtrations for persistent homology: A framework for graph isomorphism and property prediction

Meritxell Vila-Miñana, Robert Jankowski, Aina Ferrà Marcús +3

Determining whether two graphs are isomorphic is a fundamental problem with practical applications in areas such as molecular chemistry or social network analysis, yet it remains a…