A Generative Modeling Approach for Interpreting Population-Level Variability in Brain Structure. - Ran Liu; Cem Subakan; Aishwarya H. Balwani; Jennifer D. Whitesell; Julie Harris 002; Sanmi Koyejo; Eva L. Dyer (MICCAI (5), 2020)

Attention Is All You Need In Speech Separation. - Cem Subakan; Mirco Ravanelli; Samuele Cornell; Mirko Bronzi; Jianyuan Zhong (ICASSP, 2021)

SpeechBrain: A General-Purpose Speech Toolkit. - Mirco Ravanelli; Titouan Parcollet; Peter Plantinga; Aku Rouhe; Samuele Cornell; Loren Lugosch; Cem Subakan; Nauman Dawalatabad; Abdelwahab Heba; Jianyuan Zhong; Ju-Chieh Chou; Sung-Lin Yeh; et al. (CoRR, 2021)

Real-M: Towards Speech Separation on Real Mixtures. - Cem Subakan; Mirco Ravanelli; Samuele Cornell; François Grondin (ICASSP, 2022)

On Using Transformers for Speech-Separation. - Cem Subakan; Mirco Ravanelli; Samuele Cornell; François Grondin; Mirko Bronzi (CoRR, 2022)

Resource-Efficient Separation Transformer. - Cem Subakan; Mirco Ravanelli; Samuele Cornell; Frédéric Lepoutre; François Grondin (CoRR, 2022)

Learning Representations for New Sound Classes With Continual Self-Supervised Learning. - Zhepei Wang; Cem Subakan; Xilin Jiang; Junkai Wu; Efthymios Tzinis; Mirco Ravanelli; Paris Smaragdis (IEEE Signal Process. Lett., 2022)

Self-Supervised Learning for Infant Cry Analysis. - Arsenii Gorin; Cem Subakan; Sajjad Abdoli; Junhao Wang; Samantha Latremouille; Charles C. Onu (ICASSP Workshops, 2023)

CommonAccent: Exploring Large Acoustic Pretrained Models for Accent Classification Based on Common Voice. - Juan Zuluaga-Gomez; Sara Ahmed; Danielius Visockas; Cem Subakan (INTERSPEECH, 2023)

Unsupervised Improvement of Audio-Text Cross-Modal Representations. - Zhepei Wang; Cem Subakan; Krishna Subramani; Junkai Wu; Tiago Tavares; Fábio Ayres; Paris Smaragdis (WASPAA, 2023)

Posthoc Interpretation via Quantization. - Cem Subakan; Francesco Paissan; Mirco Ravanelli (CoRR, 2023)

CryCeleb: A Speaker Verification Dataset Based on Infant Cry Sounds. - David Budaghyan; Arsenii Gorin; Cem Subakan; Charles C. Onu (CoRR, 2023)

Audio Editing with Non-Rigid Text Prompts. - Francesco Paissan; Zhepei Wang; Mirco Ravanelli; Paris Smaragdis; Cem Subakan (CoRR, 2023)

Exploring Self-Attention Mechanisms for Speech Separation. - Cem Subakan; Mirco Ravanelli; Samuele Cornell; François Grondin; Mirko Bronzi (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

Dynamic HumTrans: Humming Transcription Using CNNs and Dynamic Programming. - Shubham Gupta; Isaac Neri Gomez-Sarmiento; Faez Amjed Mezdari; Mirco Ravanelli; Cem Subakan (ANNPR, 2024)

Adaptation Odyssey in LLMs: Why Does Additional Pretraining Sometimes Fail to Improve? - Firat Öncel; Matthias Bethge; Beyza Ermis; Mirco Ravanelli; Cem Subakan; Çagatay Yildiz (EMNLP, 2024)

CryCeleb: A Speaker Verification Dataset Based on Infant Cry Sounds. - David Budaghyan; Charles C. Onu; Arsenii Gorin; Cem Subakan; Doina Precup (ICASSP, 2024)

Focal Modulation Networks for Interpretable Sound Classification. - Luca Della Libera; Cem Subakan; Mirco Ravanelli (ICASSP Workshops, 2024)

Resource-Efficient Separation Transformer. - Luca Della Libera; Cem Subakan; Mirco Ravanelli; Samuele Cornell; Frédéric Lepoutre; François Grondin (ICASSP, 2024)

Listenable Maps for Audio Classifiers. - Francesco Paissan; Mirco Ravanelli; Cem Subakan (ICML, 2024)

Phoneme Discretized Saliency Maps for Explainable Detection of AI-Generated Voice. - Shubham Gupta; Mirco Ravanelli; Pascal Germain; Cem Subakan (INTERSPEECH, 2024)

How Should We Extract Discrete Audio Tokens from Self-Supervised Models? - Pooneh Mousavi; Jarod Duret; Salah Zaiem; Luca Della Libera; Artem Ploujnikov; Cem Subakan; Mirco Ravanelli (INTERSPEECH, 2024)

Audio Editing with Non-Rigid Text Prompts. - Francesco Paissan; Luca Della Libera; Zhepei Wang; Paris Smaragdis; Mirco Ravanelli; Cem Subakan (INTERSPEECH, 2024)

Convolutional Neural Network-Based Reconstruction of Binarized Ultrasound Data for Non-Destructive Testing. - Alexandre Moreau; Angélique Bouchard; Cem Subakan; Guillaume Painchaud-April; Alain Le Duff (MLSP, 2024)

Listenable Maps for Zero-Shot Audio Classifiers. - Francesco Paissan; Luca Della Libera; Mirco Ravanelli; Cem Subakan (NeurIPS, 2024)

DASB - Discrete Audio and Speech Benchmark. - Pooneh Mousavi; Luca Della Libera; Jarod Duret; Artem Ploujnikov; Cem Subakan; Mirco Ravanelli (CoRR, 2024)

Open-Source Conversational AI with SpeechBrain 1.0. - Mirco Ravanelli; Titouan Parcollet; Adel Moumen; Sylvain de Langen; Cem Subakan; Peter Plantinga; Yingzhi Wang 002; Pooneh Mousavi; Luca Della Libera; Artem Ploujnikov; Francesco Paissan; Davide Borra; et al. (CoRR, 2024)

CL-MASR: A Continual Learning Benchmark for Multilingual ASR. - Luca Della Libera; Pooneh Mousavi; Salah Zaiem; Cem Subakan; Mirco Ravanelli (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Planing It by Ear: Convolutional Neural Networks for Acoustic Anomaly Detection in Industrial Wood Planers. - Anthony Deschênes; Rémi Georges; Cem Subakan; Bruna Ugulino; Antoine Henry; Michael Morin (ICASSP, 2025)

LMAC-TD: Producing Time Domain Explanations for Audio Classifiers. - Eleonora Mancini; Francesco Paissan; Mirco Ravanelli; Cem Subakan (ICASSP, 2025)

Investigating the Effectiveness of Explainability Methods in Parkinson's Detection from Speech. - Eleonora Mancini; Francesco Paissan; Paolo Torroni; Mirco Ravanelli; Cem Subakan (ICASSP Workshops, 2025)

FocalCodec: Low-Bitrate Speech Coding via Focal Modulation Networks. - Luca Della Libera; Francesco Paissan; Cem Subakan; Mirco Ravanelli (CoRR, 2025)

ReTreever: Tree-based Coarse-to-Fine Representations for Retrieval. - Shubham Gupta; Zichao Li; Tianyi Chen; Cem Subakan; Siva Reddy; Perouz Taslakian; Valentina Zantedeschi (CoRR, 2025)

Sample Compression for Continual Learning. - Jacob Comeau; Mathieu Bazinet; Pascal Germain; Cem Subakan (CoRR, 2025)

LiSTEN: Learning Soft Token Embeddings for Neural Audio LLMs. - Pooneh Mousavi; Shubham Gupta; Cem Subakan; Mirco Ravanelli (CoRR, 2025)

ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs. - Pooneh Mousavi; Yingzhi Wang 002; Mirco Ravanelli; Cem Subakan (CoRR, 2025)

Discrete Audio Tokens: More Than a Survey! - Pooneh Mousavi; Gallil Maimon; Adel Moumen; Darius Petermann; Jiatong Shi; Haibin Wu; Haici Yang; Anastasia Kuznetsova; Artem Ploujnikov; Ricard Marxer; Bhuvana Ramabhadran; Benjamin Elizalde; et al. (CoRR, 2025)

Autoregressive Speech Enhancement via Acoustic Tokens. - Luca Della Libera; Cem Subakan; Mirco Ravanelli (CoRR, 2025)

Audio Prototypical Network For Controllable Music Recommendation. - Firat Öncel; Emiliano Penaloza; Haolun Wu; Shubham Gupta; Mirco Ravanelli; Laurent Charlin; Cem Subakan (CoRR, 2025)