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Zach Nagengast

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Preprint Sep 2026

RVQ Position Aware Speculative Decoding for On Device Text to Speech

Autoregressive decoding (AR) with Transformer models is memory bandwidth bound at single stream inference, the typical deployment regime for on device text to speech (TTS). Real time streaming with Qwen3-TTS requires more than 200 sequential model calls per second, dominated by the inner loop MultiCodeDecoder that emit...

Berkin Durmus, Eduardo Pacheco, Zach Nagengast et al. · 0 citations

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