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      <title>A Hybrid Convolution-Mamba Network with Tone-Octave Contrastive Learning for Stratified Semi-Supervised Singing Melody Extraction</title>
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      <description>歌唱旋律提取 | 7.5/10</description>
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      <title>A Unsupervised Domain Adaptation Framework For Semi-Supervised Melody Extraction Using Confidence Matrix Replace and Nearest Neighbour Supervision</title>
      <link>https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-unsupervised-domain-adaptation-framework-for/</link>
      <pubDate>Wed, 29 Apr 2026 00:00:00 +0000</pubDate>
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      <description>音乐信息检索 | 8.0/10</description>
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      <title>Advancing Semi-Supervised Child Speech Recognition with Omni-Temporal Classification under Label Noise</title>
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      <description>语音识别 | 7.5/10</description>
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      <title>LESS: Large Language Model Enhanced Semi-Supervised Learning for Speech Foundational Models Using in-the-wild Data</title>
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      <pubDate>Wed, 29 Apr 2026 00:00:00 +0000</pubDate>
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      <description>语音识别 语音翻译 | 7.5/10</description>
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      <title>Multimodal Co-Training with Subtractive Unlabeled-Benefit Bounds</title>
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      <pubDate>Wed, 29 Apr 2026 00:00:00 +0000</pubDate>
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      <description>多模态学习 | 6.0/10</description>
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      <title>Teaching the Teachers: Boosting Unsupervised Domain Adaptation In Speech Recognition By Ensemble Update</title>
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      <description>语音识别 | 7.0/10</description>
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      <title>TVP-UNet: Threshold Variance Penalty U-Net for Voice Activity Detection in Dysarthric Speech</title>
      <link>https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-tvp-unet-threshold-variance-penalty-u-net-for/</link>
      <pubDate>Wed, 29 Apr 2026 00:00:00 +0000</pubDate>
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      <description>语音活动检测 | 7.0/10</description>
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      <title>StreamMark: A Deep Learning-Based Semi-Fragile Audio Watermarking for Proactive Deepfake Detection</title>
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      <pubDate>Sun, 19 Apr 2026 00:00:00 +0000</pubDate>
      <guid>https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-streammark-a-deep-learning-based-semi-fragile/</guid>
      <description>本文针对生成式AI带来的音频深度伪造威胁，提出了一种名为StreamMark的主动防御框架。该框架是一种基于深度学习的半脆弱音频水印系统，其核心创新在于重新定义了水印的目标：不是追求对所有变换的绝对鲁</description>
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      <title>语音/音频论文速递 2026-04-19</title>
      <link>https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19/</link>
      <pubDate>Sun, 19 Apr 2026 00:00:00 +0000</pubDate>
      <guid>https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19/</guid>
      <description>共分析 42 篇语音/AI 论文</description>
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      <title>语音/音频论文速递 2026-04-18</title>
      <link>https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-18/</link>
      <pubDate>Sat, 18 Apr 2026 00:00:00 +0000</pubDate>
      <guid>https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-18/</guid>
      <description>共分析 39 篇语音/AI 论文</description>
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