Escaping the Phylogenetic Trap: Persistent Homology Enables Cross-Species Ion Channel Classification via Multimodal Graph Neural Networks
It is demonstrated that random-split evaluation obscures meaningful differences in representation quality and identifies topological representations as an effective inductive bias for learning under structured biological distribution shift.
Arezoo Bybordi, Favour Achimba, Mariam Gelashvili et al.
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