vely and as measured by audio reconstruction and Fréchet distance metrics. Given the interactivity and generality of this approach, we find this to be a promising first step towards interactive and expressive neural synthesis for arbitrary combinations of instruments and notes. The original codebase can be found at magenta/music-spectrogram-diffusion.  As depicted above the model takes as input a MIDI file and tokenizes it into a sequence of 5 