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M. Grierson

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#machine learning Open access Oct 2026

Feature Encoding in VAE-based Audio Decoders: Effects of Input, Depth and Distribution

Neural audio synthesis models like the Realtime Audio Variational autoEncoder (RAVE) achieve impressive genera tion quality, yet how their internal representations encode musical features remains poorly understood. We present a systematic layer-wise and cross-layer cluster analysis of RAVE decoder activations across th...

Louis McCallum, M. Grierson · 0 citations

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