Author

Brian McFee

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#artificial intelligence Preprint Oct 2026

How Much Audio Is Left In An Embedding? An Inversion Audit Of Audio Encoders

Pretrained audio encoders are reused for downstream tasks that are often unknown when the encoder is trained, so their usefulness depends partly on which signal properties survive the pretext objective. We study this retained information through paired source reconstruction. Using a shared Stable Audio Open latent diff...

Marios Glytsos, Brian McFee · 0 citations

#artificial intelligence Preprint Sep 2026

SsgCaps: A controlled dataset for the evaluation of sound scene generation algorithms

Sound Scene Generation is about the automatic synthesis of artificial sound scenes. We introduce SsgCaps, a publicly available dataset of human-engineered sound scenes wherein each scene matches a precisely structured prompt that guides the sampling process. The corresponding prompts are sampled from a predefined actio...

M. Tailleur, Junwon Lee, Laurie M. Heller et al. · 0 citations