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This paper develops an ℓ0-type stability theory for subdominant (minmax) ultrametrics, proving that sparse edits propagate only through the minimum spanning tree and deriving Hamming–Lipschitz bounds on changed ultrametric entries. Experiments on deep-embedding graphs and clustering tasks demonstrate the utility of the resulting structural scores as vulnerability diagnostics.