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Jukebox’s autoencoder model compresses audio to a discrete space, using a quantization-based approach called VQ-VAE. chord immortal love song [^reference-25] Hierarchical VQ-VAEs [^reference-17] can generate short instrumental pieces from a few sets of instruments, however they suffer from hierarchy collapse due to use of successive encoders coupled with autoregressive decoders. chord love song