Preprint Open access
A Strength-Monotonic Law for Domain Alignment in Frozen-Embedding Bioacoustic Classification
When does distribution alignment help a frozen foundation-model embedding generalize across acoustic domains? For cross-domain mosquito-species classification we report a strength-monotonic law: the stronger an encoder is on the target task, the more its unseen-domain generalization relies on a distribution-alignment ( …