Audio Source Separation

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11 papers in the last four weeks, up 120% on the four weeks before. 0.1% of all new papers.

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  1. Inside the Latent Flow: Causal Deciphering of Attention Dynamics in Audio Separation Foundation Models

    Jun 8, 2026Yuxuan Chen, Haoyuan Yu, Peize HeCross-AttentionAudio Diffusion Models

    Jilin University · Hunan University · University of Electronic Science and Technology of China

  2. MeCo: One-Step MeanFlow-based Corrector for Multi-Channel Speech Separation

    Jun 8, 2026Dohwan Kim, Jung-Woo ChoiFlow MatchingMeanFlow

    School of Electrical Engineering, KAIST, Daejeon, Republic of Korea

  3. SURF: Separation via Unsupervised Remixing Flow

    Jun 3, 2026Henry Li, Robin Scheibler, Efthymios Tzinis +3Unsupervised LearningFlow Matching

    Google · Google DeepMind

  4. IsoNet: Spatially-aware audio-visual target speech extraction in complex acoustic environments

    May 14, 2026Dinanath Padhya, Sajen Maharjan, Binita Adhikari +1Audio-Visual UnderstandingTarget Speaker Extraction

    Department of Electronics and Computer Engineering, Thapathali Campus, Institute of Engineering, Tribhuvan University, Kathmandu, Nepal

  5. Embedding-Based Intrusive Evaluation Metrics for Musical Source Separation Using MERT Representations

    Apr 22, 2026Paul A. Bereuter, Alois SontacchiMusic Information RetrievalAutomated Evaluation

    University of Music and Performing Arts Graz, Institute of Electronic Music and Acoustics (IEM) A-8010 Graz, Austria

  6. DialogueSidon: Recovering Full-Duplex Dialogue Tracks from In-the-Wild Dialogue Audio

    Apr 10, 2026Wataru Nakata, Yuki Saito, Kazuki Yamauchi +2Audio Diffusion ModelsSpeech Processing

    The University of Tokyo, Tokyo, Japan · National Institute of Advanced Industrial Science and Technology (AIST), Tokyo, Japan

  7. Making Separation-First Multi-Stream Audio Watermarking Feasible via Joint Training

    Mar 17, 2026Houmin Sun, Zi Hu, Linxi Li +4Audio WatermarkingRobust Watermarking

    Digital Innovation Research Center, Duke Kunshan University, Kunshan, China · OfSpectrum, Inc., Los Angeles, USA · University of Warwick, Coventry, United Kingdom +1

  8. Focus Then Listen: An Empirical Study of Plug-and-Play Audio Enhancer for Noise-Robust Large Audio Language Models

    Mar 5, 2026Han Yin, Yang Xiao, Younghoo Kwon +2Audio UnderstandingAudio-Language Models

    School of Electrical Engineering, KAIST, Daejeon, Republic of Korea · University of Melbourne, Australia

  9. When Audio Separation Hurts Zero-Shot ASR: Evaluating SAM-Audio with Whisper on Bengali and English Speech

    Mar 5, 2026Akif Islam, Raufun Nahar, Md. Ekramul HamidASR EvaluationAutomatic Speech Recognition

    Department of Computer Science and Engineering, University of Rajshahi, Rajshahi, Bangladesh · Anan National College of Technology, Tokushima, Japan

  10. CodecSep: Prompt-Driven Universal Sound Separation on Neural Audio Codec Latents

    Sep 15, 2025Adhiraj Banerjee, Vipul AroraAudio Source Separation

    Department of Electrical Engineering · Indian Institute of Technology, Kanpur