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Differentiable Signal Processing With Black-Box Audio Effects

Differentiable Signal Processing With Black-Box Audio Effects

We present a data-driven approach to automate audio signal processing by incorporating stateful third-party, audio effects as layers within a deep neural network. We then train a deep encoder to analyze input audio and control effect parameters to perform the desired signal manipulation, requiring only input-target paired audio data as …