Self-Supervised Speech Models

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5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Spooftral: Can Voxtral Audio-Language Model Detect Speech Spoofing?

    Sep 23, 2026Avishai Weizman, Yehuda Ben-Shimol, Itshak LapidotSpoofingSelf-Supervised Speech Models

    School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Israel · Department of Electrical Engineering, Afeka the Academic College of Engineering, Israel · Avignon University, LIA, France

  2. End-to-end Jordanian dialect speech-to-text self-supervised learning framework

    Sep 21, 2026Ali A. Safieh, Ibrahim Abu Alhaol, Rawan GhnematSelf-Supervised Speech ModelsArabic Natural Language Processing

    Data Science Department, King Hussein School of Computing Sciences, Princess Sumaya University for Technology, Amman, Jordan

  3. Language Orthogonalization for Zero-Shot Cross-Lingual Audio Deepfake Detection

    Sep 15, 2026Minu Kim, Ji Sub Um, Hoirin KimSelf-Supervised Speech ModelsMultilingual Automatic Speech Recognition

    University of Southern California, USA · KAIST, South Korea

  4. Do speech foundation models really learn words?

    Sep 9, 2026Robin Huo, Ewan DunbarSelf-Supervised Speech ModelsWav2Vec

    University of Toronto, Canada

  5. Disentangled Global-Local Feature Learning with E-Branchformer for Audio Deepfake Detection

    Sep 8, 2026Phuong Tuan Dat, Ho Bao Thu, Nguyen Tran Trung +2Audio Deepfake DetectionSelf-Supervised Speech Models

    Department of Electrical and Computer Engineering, National University of Singapore · School of Communication and Information Technology, Hanoi University of Science and Technology

  6. Cluster Assignments in Soft Targets Shape Speech Representations: Evidence from S-JEPA

    Aug 19, 2026Wenxuan He, Yunpeng Li, Zewei Li +4Self-Supervised Speech ModelsDiscrete Speech Representations

    Department of Intelligent Science, School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China

  7. ReLMCodec: Designing Predictable Speech Tokens from Pre-Quantization Phoneme Structure

    Aug 8, 2026Zixiang Wan, Xusheng Yang, Zheng Wang +1Neural Speech CodecsSelf-Supervised Speech Models

    1Peking University, Shenzhen, China · 2Tencent, Shenzhen, China

  8. DialectS2S: End-to-End Speech Dialogue Modeling for Low-Resource Chinese Dialects

    Aug 8, 2026Yi Shu, Tianyu Peng, Yingzhuo Deng +5DialectsSelf-Supervised Speech Models

    School of Artificial Intelligence, University of Chinese Academy of Sciences · Institute of Automation, Chinese Academy of Sciences · Wuhan AI Research +1

  9. Spectral Aliasing Pretext: A novel task for Self-Supervised fault diagnosis in rotating machinery

    Aug 6, 2026Victor Gialis, Maxime Metz, David Esteve +1Fault DiagnosisSelf-Supervised Learning

    LASPI, Univ. Jean Monnet, Roanne, 42300, France · Pellenc ST, Applied Research Group, Pertuis, 84120, France · LabCom Aioly, Artificial Intelligence and Optics Laboratory, Montpellier, 34196, France +1

  10. Dissecting Sensitivity to Training Language in Self-Supervised Speech Learning Using Neural Audio Codec Tokens

    Jul 28, 2026Daigo Takizawa, Tomohiko Nakamura, Samuele Cornell +3Self-Supervised Speech ModelsNeural Audio Codecs

    National Institute of Advanced Industrial Science and Technology (AIST), Japan · Carnegie Mellon University, USA

  11. Rethinking Speech Foundation Model Fine-tuning: Better SFT or Better Match?

    Jul 15, 2026Wangjin Zhou, Yizhou Zhang, Yichi Wang +1Self-Supervised Speech ModelsSupervised Finetuning

    Graduate School of Informatics, Kyoto University, Kyoto, Japan

  12. Evidence Subspace Projection: Measuring How Much Evidence Explains Deepfake Detection in Self-Supervised Speech Models

    Jul 13, 2026Yixuan Xiao, Cheng-Wei Lin, Xin Wang +5Audio Deepfake DetectionSelf-Supervised Speech Models

    University of Stuttgart, Germany · National Institute of Informatics, Japan · German Research Center for Artificial Intelligence (DFKI), Germany +1

  13. Phone Segmentation and Recognition through Phonological Activation Mapping

    Jul 10, 2026Shikhar Bharadwaj, Kwanghee Choi, Stephen McIntosh +8Self-Supervised Speech ModelsGrapheme-To-Phoneme

    CMU, USA · UT Austin, USA · UTokyo, Japan +1

  14. InsideSSL: Understanding Self-Supervised Speech Representations using a Model-Centric Perspective

    Jul 7, 2026Samir Sadok, Xavier Alameda-PinedaSelf-Supervised Speech ModelsWav2Vec

    Inria, Universit´e Grenoble Alpes CNRS, LJK, France

  15. TokAN: Accent Normalization Using Self-Supervised Speech Tokens

    Jul 4, 2026Qibing Bai, Shuai Wang, Yuhan Du +3Audio TokenizersSelf-Supervised Speech Models

    School of Data Science (SDS), The Chinese University of Hong Kong, Shenzhen (CUHKSZ), China · Tencent Ethereal Audio Lab, Tencent, Shenzhen, China · School of Intelligence Science and Technology, Nanjing University, Suzhou, China +4

  16. How Bilingual Are SSL Speech Models? Cross-Lingual Probing of Articulatory Encoding with Finnish and Russian EMA

    Jun 30, 2026Ailín Pollio San Pedro, Tomi Kinnunen, Alexandre Nikolaev +1ArticulatorySelf-Supervised Speech Models

    University Grenoble Alpes, CNRS, Grenoble INP, GIPSA-lab, France · University of Eastern Finland, Computational Speech Group, Finland

  17. Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection

    Jun 29, 2026Marjan Beheshti, Majid Rostami, Bo ChenSelf-Supervised Speech ModelsNeural Audio

    Department of Computer Science, Michigan Technological University, Houghton, MI, USA

  18. OLIVE: View-Augmented Latent Prediction with Waveform Reconstruction for Speech SSL

    Jun 29, 2026Karl El Hajal, Mathew Magimai. -DossSelf-Supervised Speech ModelsSelf-Supervised Learning

    Idiap Research Institute, Switzerland · EPFL, Switzerland

  19. Probing in the Wild: A Case Study of Self-Supervised Speech Representations on Mandarin Sub-dialects with Unsupervised Articulatory Analysis

    Jun 24, 2026Shu Shang, Fuliang Weng, Zeqian Hu +1Self-Supervised Speech ModelsArticulatory

    Fudan University, China · Logos & Dialogos, US

  20. Supervised Post-training of Speech Foundation Models for Robust Adaptation in Speech Deepfake Detection

    Jun 24, 2026Zihan Pan, Sailor Hardik, Jinyang WuSpoofingSelf-Supervised Speech Models

    Institute for Infocomm Research (I2R), Agency for Science, Technology and Research (A*STAR), 1 Fusionopolis Way, 138632, Singapore

  21. How Well Do Self-Supervised Speech Models Encode Age and Gender in Children's Speech? A Layer-Wise Analysis Across Multiple Architectures

    Jun 20, 2026Abhijit Sinha, Hemant Kumar Kathania, Mohit Joshi +3Self-Supervised Speech ModelsWav2Vec

    aNational Institute of Technology Sikkim, India · bSignal Analysis and Interpretation Lab (SAIL), University of Southern California, USA

  22. Online Predictive Coding for Dual-Mode Self-Supervised Speech Model

    Jun 19, 2026Keita Goto, Takashi Maekaku, Jin Sakuma +3Self-Supervised Speech ModelsSelf-Supervised Learning

    LY Corporation, Tokyo, Japan · Carnegie Mellon University, PA, USA

  23. Perceptual compensation for tonal context in self-supervised speech models

    Jun 16, 2026James Kirby, Ioana Krehan, Michele GubianSelf-Supervised Speech ModelsGrapheme-To-Phoneme

    Institute for Phonetics and Speech Processing, LMU Munich, Germany

  24. Robust Spoofed Speech Detection via Temporal Pyramid Modeling

    Jun 15, 2026Mahtab Masoudi Nezhad, Nima KarimianSpoofingSelf-Supervised Speech Models

    Lane Department of Computer Science and Electrical Engineering West Virginia University Morgantown, WV · Bellini College of Artificial Intelligence, Cybersecurity and Computing University of South Florida Tampa, FL

  25. From Self-Supervised Speech Models to Mixture-of-Experts for Robust Anti-Spoofing

    Jun 12, 2026Hugo Daumain, Driss Matrouf, Khaled Khelif +1SpoofingSelf-Supervised Speech Models

    LIA, Université d’Avignon, France · Airbus Defence & Space, France

  26. Pretrained self-supervised speech models can recognize unseen consonants

    Jun 10, 2026Chihiro Taguchi, Éric Le Ferrand, Hirosi Nakagawa +4Self-Supervised Speech ModelsConsonants

    University of Notre Dame, USA · University at Buffalo, USA · Tokyo University of Foreign Studies, Japan +3

  27. Speaker Group Encoding in Self-supervised Speech Recognition Models

    Jun 9, 2026Felix Herron, Solange Rossato Alexandre Allauzen, Benoit Favre +1Self-Supervised Speech Models

    MILES Team, LAMSADE, Université Paris Dauphine-PSL, France (1) · GETALP Team, LIG, Université Grenoble Alpes, France (2) · NLP team, LIS, Aix-Marseille University, France (3)

  28. SSL-GMMVC: Interpretable Voice Conversion via Locally Linear GMM Transforms in Self-Supervised Representation Space

    Jun 9, 2026Tomoya Tanabu, Hiroshi Nishijima, Daisuke Saito +1Self-Supervised Speech ModelsVoice Conversion

    The University of Tokyo, Japan

  29. A Comparison of SSL-Based Feature Extractors and Back-End Classifiers for Spoofing Detection: A Multi-Corpus Training and Cross-Linguistic Analysis

    Jun 7, 2026Anh-Tuan Dao, Driss Matrouf, Mickael Rouvier +1SpoofingSelf-Supervised Speech Models

    Laboratoire Informatique d’Avignon, Avignon Universite, France · EURECOM, Sophia Antipolis, France

  30. Multilingual Phonological Feature Recognition with Self-Supervised Speech Models

    May 25, 2026Abner Hernandez, Tomás Arias-Vergara, Daiqi Liu +2Self-Supervised Speech ModelsPronunciation Assessment

    Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany · GITA Lab. Facultad de Ingenier´ıa. Universidad de Antioquia UdeA, Medell´ın, Colombia

  31. Enhancing Self-Supervised Talking Head Forgery Detection via a Training-Free Dual-System Framework

    May 5, 2026Ke Liu, Jiwei Wei, Shuchang Zhou +5Face Forgery DetectionSelf-Supervised Speech Models

    University of Electronic Science and Technology of China Chengdu, China · Hainan University Haikou, China

  32. Dimensionality-Aware Anomaly Detection in Learned Representations of Self-Supervised Speech Models

    May 4, 2026Sandra Arcos-Holzinger, Sarah M. Erfani, James Bailey +1Self-Supervised Speech ModelsWav2Vec

    University of Melbourne, School of Computing and Information Systems, Australia · Monash University, Department of Data Science and Artificial Intelligence, Australia · Johns Hopkins University, Center for Language and Speech Processing, USA

  33. SignMAE: Segmentation-Driven Self-Supervised Learning for Sign Language Recognition

    May 3, 2026Kunyuan Xie, Zhixi Cai, Kalin StefanovSign Language TranslationSelf-Supervised Learning

    Monash University, Australia

  34. Identifying and typifying demographic unfairness in phoneme-level embeddings of self-supervised speech recognition models

    Apr 24, 2026Felix Herron, Solange Rossato, Alexandre Allauzen +1Self-Supervised Speech ModelsGrapheme-To-Phoneme

    MILES Team, LAMSADE, Université Paris Dauphine-PSL, France · GETALP Team, LIG, Université Grenoble Alpes, France

  35. Advancing automatic speech recognition using feature fusion with self-supervised learning features: A case study on Fearless Steps Apollo corpus

    Apr 24, 2026Szu-Jui Chen, John H. L. HansenSelf-Supervised Speech ModelsSelf-Supervised Learning

    Center for Robust Speech Systems Erik Jonsson School of Engineering & Computer Science,2026 University of Texas at Dallas, Richardson, 75080, TX, USA

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

    Apr 20, 2026Felix Herron, Maja Hjuler, Solange Rossato +2Self-Supervised Speech ModelsSpeaker

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

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

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

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

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

    Mar 23, 2026Abner Hernandez, Eunjung Yeo, Kwanghee Choi +12Dysarthric SpeechSelf-Supervised Speech Models

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

  39. Controllable Accent Normalization via Discrete Diffusion

    Mar 15, 2026Qibing Bai, Yuhan Du, Tom Ko +3AccentsSelf-Supervised Speech Models

    SDS, 2 SAI, and 3 SRIBD, The Chinese University of Hong Kong, Shenzhen, China · School of Intelligence Science and Technology, Nanjing University, Suzhou, China · Shenzhen Loop Area Institute, Shenzhen, China +2

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

    Dec 22, 2025Angelo Ortiz Tandazo, Manel Khentout, Youssef Benchekroun +2Self-Supervised Speech ModelsArticulatory

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

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

    Sep 18, 2025Théo Charlot, Tarek Kunze, Maxime Poli +3Self-Supervised Speech Models

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

  42. An Effective Strategy for Modeling Score Ordinality and Non-uniform Intervals in Automated Speaking Assessment

    Aug 27, 2025Tien-Hong Lo, Szu-Yu Chen, Yao-Ting Sung +1Self-Supervised Speech ModelsProficiency

    Department of Computer Science and Information Engineering, National Taiwan Normal University · Department of Educational Psychology and Counseling, National Taiwan Normal University