Zero-upsampling in audio generators replicates the low-frequency spectrum at fixed intervals, creating architecture-dependent spectral peaks that enable a simple, interpretable detector for AI-generated music.
AI Art is Theft: Labour, Extraction, and Exploitation: Or, On the Dangers of Stochastic Pol- locks,
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A Fourier Explanation of AI-music Artifacts
Zero-upsampling in audio generators replicates the low-frequency spectrum at fixed intervals, creating architecture-dependent spectral peaks that enable a simple, interpretable detector for AI-generated music.