A Strength-Monotonic Law for Domain Alignment in Frozen-Embedding Bioacoustic Classification
The study discovered a strength-monotonic law: how good an encoder is at a specific task predicts whether distribution alignment (MMD) helps or if domain rebalancing harms performance. This law suggests that on strong frozen encoders, only a single MMD term is effective for generalization, and domain rebalanced sampling always causes harm.