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Santiago Maniches

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#software testing Open access Sep 2026

TopoGeoML: A Preregistered Investigation into Topology-Aware Graph Classification

Topology-aware machine-learning software and a preregistered graph-classification research program spanning 14 hypotheses (H001-H011b) and 53 falsifiable sub-predictions. Under the tested matched-capacity configurations, no unique L_0 Hodge advantage is supported once the external-residual architecture is matched. A na...

Santiago Maniches · 0 citations
#software testing Open access Sep 2026

TopoGeoML: A Preregistered Investigation into Topology-Aware Graph Classification

Topology-aware machine-learning software and a preregistered graph-classification research program spanning 14 hypotheses (H001-H011b) and 53 falsifiable sub-predictions. Under the tested matched-capacity configurations, no unique L_0 Hodge advantage is supported once the external-residual architecture is matched. A na...

Santiago Maniches · 0 citations

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