Author

Atila Orhon

h-index 3 View on Semantic Scholar

We have 2 of 4 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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

Preprint Sep 2026

Taming Long-form Text-to-Speech

Localized Attention-Constrained Inference (LACI), an inference-only method to detect TTS errors in near real-time, roll back to the error onset and regenerate with temporary guardrails, adding negligible computational overhead to demonstrate the efficacy of LACI on voice cloning reliability.

Rong-Xiang Wang, Berkin Durmus, Aysegul Orhon et al. · 0 citations