eess.AS · 2026-06-24 · No. 33

Audio and Speech Processing, 2026-06-24.

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

01 — The papers

2 entries
  1. 01

    Breaking Shortcut Learning for Cross-Trial EEG-Guided Target Speech Extraction via Two-Stage Training

    Wonchul Shin, Inyong Choi, Kyogu Lee

    eess.AS · cs.AI · cs.SD

    Recent end-to-end models for EEG-guided target speech extraction report impressive results, underscoring potential for neuro-steered hearing technologies. However, our analysis reveals that high within-trial performance can be driven by trial-specific EEG structure that acts as shortcuts for target selection, leading to poor generalization on unseen trials. To overcome this gap, we propose TRUST-TSE, a two-stage framework to mitigate shortcut...

    arxiv.org/abs/2606.24164 · PDF

  2. 02

    DTT-BSR+: A Generative-Regression Cascade for Music Source Restoration

    Youran Ni, Shihong Tan, Yuzhu Wang, Gongping Huang

    eess.AS · cs.AI · cs.SD

    Music source restoration (MSR) requires jointly addressing source unmixing and the inversion of non-linear production effects. Current methods struggle to achieve accurate target signal reconstruction while maintaining semantic consistency. To address this limitation, we propose DTT-BSR+, a two-stage cascade MSR system that decouples distribution fitting from signal reconstruction into separate stages. A generative DTT-BSR separator in the...

    arxiv.org/abs/2606.24127 · PDF

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