Self-Supervised Speech Representation Learning

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12 papers in the last four weeks, up 300% on the four weeks before. 0.1% of all new papers.

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  1. Time vs. Layer: Locating Predictive Cues for Dysarthric Speech Descriptors in wav2vec 2.0

    Apr 23, 2026Natalie Engert, Dominik Wagner, Korbinian Riedhammer +1Speech ProcessingSelf-Supervised Speech Representation Learning

    Technische Hochschule Nürnberg Georg Simon Ohm, Germany

  2. Where Do Self-Supervised Speech Models Become Unfair?

    Apr 20, 2026Felix Herron, Maja Hjuler, Solange Rossato +2Speech ProcessingDemographic Bias in ASR

    MILES Team, LAMSADE, Universit´e Paris Dauphine-PSL · GETALP Team, LIG, Universit´e Grenoble Alpes · Queensland University of Technology

  3. Hard to Be Heard: Phoneme-Level ASR Analysis of Phonologically Complex, Low-Resource Endangered Languages

    Apr 20, 2026V. S. D. S. Mahesh Akavarapu, Michael Daniel, Gerhard JägerASR EvaluationAutomatic Speech Recognition

    University of Tübingen · University of Jena

  4. Prosodic ABX: A Language-Agnostic Method for Measuring Prosodic Contrast in Speech Representations

    Apr 2, 2026Haitong Sun, Stephen McIntosh, Kwanghee Choi +3Speech ProsodySelf-Supervised Speech Representation Learning

    The University of Tokyo, Japan · University of Texas at Austin, USA

  5. Adapting Self-Supervised Speech Representations for Cross-lingual Dysarthria Detection in Parkinson's Disease

    Mar 23, 2026Abner Hernandez, Eunjung Yeo, Kwanghee Choi +12Domain AdaptationMedical Diagnosis

    1FAU Erlangen-Nürnberg, Germany · 2UT Austin, USA · 3CMU, USA +5

  6. DiscoPhon: Benchmarking the Unsupervised Discovery of Phoneme Inventories With Discrete Speech Units

    Mar 19, 2026Maxime Poli, Manel Khentout, Angelo Ortiz Tandazo +3Speech ProcessingSelf-Supervised Speech Representation Learning

    LSCP, ENS, EHESS, CNRS, PSL University, France · University of Toronto, Canada

  7. [b] = [d] - [t] + [p]: Self-supervised Speech Models Discover Phonological Vector Arithmetic

    Feb 21, 2026Kwanghee Choi, Eunjung Yeo, Cheol Jun Cho +2Self-Supervised Speech Representation Learning

    UT Austin · UC Berkeley · CMU

  8. SITA: Learning Speaker-Invariant and Tone-Aware Speech Representations for Low-Resource Tonal Languages

    Jan 14, 2026Tianyi Xu, Xuan Ouyang, Binwei Yao +4Audio Representation LearningSelf-Supervised Speech Representation Learning

    University of Wisconsin–Madison, Madison, WI, USA

  9. MauBERT: Universal Phonetic Inductive Biases for Few-Shot Acoustic Units Discovery

    Dec 22, 2025Angelo Ortiz Tandazo, Manel Khentout, Youssef Benchekroun +2Speech ProcessingSelf-Supervised Speech Representation Learning

    ENS, PSL Research University, EHESS, CNRS, Paris, France · Meta AI Research, France · Univ. Grenoble Alpes, CNRS, Grenoble INP, GIPSA-lab, Grenoble, France

  10. BabyHuBERT: Multilingual Self-Supervised Learning for Segmenting Speakers in Child-Centered Long-Form Recordings

    Sep 18, 2025Théo Charlot, Tarek Kunze, Maxime Poli +3Speech Foundation ModelsSpeech Processing

    LSCP, DEC, ENS, EHESS, CNRS, PSL University, France · Laboratoire d’Informatique et Syst`emes, Universit´e Aix-Marseille, CNRS, France