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University of California, San Diego
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Looped language models can now rival Transformers in quality at a fraction of the parameter count, thanks to a new architecture that tames their notorious instability.
Language models can beat FLAC for lossless audio compression at 8-bit and 16-bit, but their advantage shrinks at 24-bit, revealing a challenge for high-fidelity audio.
Steer latent audio diffusion models with minimal overhead using LatCHs, a lightweight guidance approach that avoids costly decoder backpropagation.
