cs.SD · 2026-09-30 · No. 129

Sound, 2026-09-30.

2 new papers in cs.SD. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

2 entries
  1. 01

    AS$^2$D: Accelerating On-Demand Audio Understanding on Mobile Devices

    Yunzhe Li, Kyoungjun Park, Hongzi Zhu, Lili Qiu

    cs.SD · cs.AI

    Speculative decoding accelerates autoregressive generation by using a smaller drafter to propose tokens for batched verification by a larger target. However, conventional speculative decoding couples drafting to the target's evolving verified prefix, serializing drafting and verification. We ask whether this dependency is necessary for source-conditioned generation. Our key observation is that, for audio language models, the input audio and...

    arxiv.org/abs/2609.37617 · PDF

  2. 02

    Learning as Deepfakes Evolve: RF-Prompt for Continual Audio Deepfake Detection

    Yuankun Xie, Xiaoxuan Guo, Xiaopeng Wang, Siqing Qin, Shaole Li, Kong Aik Lee

    cs.SD · cs.AI

    Continual audio deepfake detection requires learning newly emerging deepfake methods while retaining discrimination of previously encountered speech. Existing dataset-incremental evaluation changes both real-speech domains and deepfake mechanisms, making their effects difficult to distinguish. We construct five task organizations over identical training, development, and evaluation pools to study these factors under a controlled sample...

    arxiv.org/abs/2609.37586 · PDF

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