State-of-the-art strided audio encoders impose predictable alias-collapse and resolution bottlenecks on frequency primitives; Gabor Latent Refactorization recovers much of the lost separability post-hoc.
Joan Bruna and Stéphane Mallat
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Structural Bottlenecks on Frequency Representation in End-to-End Audio Models
State-of-the-art strided audio encoders impose predictable alias-collapse and resolution bottlenecks on frequency primitives; Gabor Latent Refactorization recovers much of the lost separability post-hoc.