Wav2Vec

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Discrete Speech RepresentationsSelf-Supervised Speech Models

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Period ending 2026-09-14

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A weekly snapshot of new work published in Wav2Vec.

35 papers

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  1. Do speech foundation models really learn words?

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

  2. Edge Phoneme Recognition for Children's Speech through Age-Aware Training

    Aug 10, 2026Matthew Arboleda, Ryan Arboleda, Sophie Haak +6Phoneme-Level AnalysisAutomatic Speech Recognition Systems

  3. Interpretable MEG Decoding of Perceived Speech: Cortical Sources and the Stimulus Features That Drive Retrieval

    Aug 2, 2026Ilia Semenkov, Daria Kleeva, Ivan Dakhtin +2Wav2VecNeural Recordings

  4. Extracting Voice Styles from Frozen TTS Models via Gradient-Based Inverse Optimization

    Jul 28, 2026Gyeongmin KimZero-Shot Text-To-SpeechWav2Vec

  5. Multi-Phonation Graph Learning with Self-Supervised Speech Embeddings for ALS Detection and Progression Prediction

    Jul 28, 2026Behrad TaghiBeyglou, Fatemeh Bagheri, Ervin SejdicSelf-Supervised Speech ModelsDysarthric Speech

  6. An empirical investigation into the properties of standard word embeddings

    Jul 26, 2026Salomon KabongoNatural Language ProcessingWav2Vec

  7. An Omnilingual-ASR-Based Speech-LLM System for the 2nd MLC-SLM Challenge

    Jul 14, 2026Shuming Fang, Shuifei ZengSpeaker DiarizationWav2Vec

  8. What You Train Is What You Get: Gender Bias, Training Composition, and Post-Hoc Mitigation in Audio Deepfake Detection

    Jul 10, 2026Aishwarya R. Fursule, Vamshi Nallaguntla, Shruti Kshirsagar +1Audio Deepfake DetectionWav2Vec

  9. Why Do You Say It Like That? A Phoneme-Level Framework for Explainable Speech Deepfake Detection

    Jul 9, 2026Anna Taylor, Michele Panariello, Massimiliano Todisco +3Audio Deepfake DetectionSpoofed Speech

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

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

  11. Listen to the Features: Voice Anonymization Driven by Content Embedding Matching over Signal Reconstruction

    Jul 7, 2026Adrien Schneider, Kacper Zabkowski, Anderson Augusma +3Wav2VecAnonymization

  12. When and why do handcrafted cues help self-supervised anti-spoofing? A causal and faithfulness analysis

    Jul 5, 2026Yugwon WonSpoofed SpeechWav2Vec

  13. wav2VOT: Automatic estimation of voice onset time, closure duration, and burst realisation with wav2vec2

    Jun 27, 2026James Tanner, Morgan Sonderegger, Jane Stuart-Smith +2Wav2VecPhonetic Representations

  14. Room for Error: Large-Scale Simulation of Over-the-Air Acoustic Attacks

    Jun 26, 2026Andrew C. Cullen, Neil G. Marchant, Jiani Xie +4AcousticWav2Vec

  15. Advancing Speaker-Based Vocal Effort Classification with WavLM and Data Augmentation in Naturalistic Non-Calibrated Speech Recordings

    Jun 25, 2026Zahra Omidi, John H. L. HansenWav2VecSpeaker Recognition

  16. What Does a Pathological Speech Assessment Model Know about Acoustic Features? A Case Study on Oral and Oropharyngeal Cancer Patients

    Jun 23, 2026Tuan Nguyen, Corinne Fredouille, Alain Ghio +2Wav2VecSpeaker Recognition

  17. Layer-wise Probing of wav2vec 2.0 and Whisper for Consonant Cluster Reduction in African American English

    Jun 22, 2026Hamid Mojarad, Kevin TangWav2VecPhonological Understanding

  18. Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework

    Jun 21, 2026Shuubham Ojha, Carol Espy-WilsonSpeech EnhancementWav2Vec

  19. 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

  20. Using Phonological-Level Wav2Vec2 for Mandarin Automatic Mispronunciation Detection and Diagnosis

    Jun 20, 2026Jinghao Chen, Mostafa Shahin, Beena AhmedMispronunciation DetectionPhoneme-Level Analysis

  21. Improving End-to-End Speech Recognition for Dysarthric Speech through In-Domain Data Augmentation

    Jun 18, 2026Paban Sapkota, Hemant Kumar Kathania, Sudarsana Reddy Kadiri +1Dysarthric SpeechSynthetic Data Augmentation

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

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

  23. Towards Robust Arabic Speech Emotion Recognition with Deep Learning

    Jun 9, 2026Youcef Soufiane Gheffari, Samiya SilarbiEmotion RecognitionWav2Vec

  24. From A to B to A: Palindromic Zero-Shot Voice Conversion with Non-Parallel Data

    Jun 7, 2026Moshe Mandel, Shlomo E. ChazanCross-Lingual Voice CloningWav2Vec

  25. Building Community-Centred NLP Resources for Puno Quechua

    May 27, 2026Elwin Huaman, Adrian Gamarra Lafuente, Johanna Cordova +1Low-Resource LanguagesWav2Vec

  26. Frame-Aligned Fusion of Canary and WavLM for Non-Intrusive Intelligibility Prediction of Hearing-Aid-Processed Speech

    May 22, 2026Kazushi NakazawaSpeaker RecognitionSpeech Encoder

  27. Towards Trustworthy Audio Deepfake Detection: A Systematic Framework for Diagnosing and Mitigating Gender Bias

    May 9, 2026Aishwarya Fursule, Shruti Kshirsagar, Anderson R. AvilaAudio Deepfake DetectionAcoustic Representation

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

    May 4, 2026Sandra Arcos-Holzinger, Sarah M. Erfani, James Bailey +1Wav2VecRepresentation Learning

  29. LASE: Language-Adversarial Speaker Encoding for Indic Cross-Script Identity Preservation

    May 1, 2026Venkata Pushpak Teja MentaCross-Lingual Voice CloningSpeech Encoder

  30. Similarity Choice and Negative Scaling in Supervised Contrastive Learning for Deepfake Audio Detection

    Apr 28, 2026Jaskirat Sudan, Hashim Ali, Surya Subramani +1Audio Deepfake DetectionWav2Vec

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

    Apr 23, 2026Natalie Engert, Dominik Wagner, Korbinian Riedhammer +1Wav2VecDysarthric Speech

  32. DiariZen Explained: A Tutorial for the Open Source State-of-the-Art Speaker Diarization Pipeline

    Apr 23, 2026Nikhil RaghavSpeaker DiarizationWav2Vec

  33. 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 JägerPhoneme-Level AnalysisAutomatic Speech Recognition Systems

  34. Echoes: A semantically-aligned music deepfake detection dataset

    Mar 24, 2026Octavian Pascu, Dan Oneata, Horia Cucu +1Audio Deepfake DetectionMusic Generation

  35. The NTNU System at the S&I Challenge 2025 SLA Open Track

    Jun 5, 2025Hong-Yun Lin, Tien-Hong Lo, Yu-Hsuan Fang +4Wav2VecBert-Based Models