Before revision:  Each sound is paired with the corresponding latent parameters used to generate it. synth1B1 samples are deterministically generated on-the-fly  16200x faster than real-time (714MHz) on a single GPU using torchsynth URL an open-source modular synthesizer we release. Additionally , we release two new audio datasets: FM synth timbre URL and subtractive synth pitch URL Using these datasets, we demonstrate new rank-based synthesizer-motivated evaluation criteria for existing audio representations.
After revision:  Each sound is paired with the corresponding latent parameters used to generate it. synth1B1 samples are deterministically generated on-the-fly 16200x faster than real-time (714MHz) on a single GPU . Finally , we release two new audio datasets: FM synth timbre URL and subtractive synth pitch URL Using these datasets, we demonstrate new rank-based synthesizer-motivated evaluation criteria for existing audio representations.