A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (INTERSPEECH, 2020)

Optimized Power Normalized Cepstral Coefficients Towards Robust Deep Speaker Verification. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (ASRU, 2021)

Parameterized Channel Normalization for Far-Field Deep Speaker Verification. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (ASRU, 2021)

Learnable MFCCs for Speaker Verification. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (ISCAS, 2021)

UIAI System for Short-Duration Speaker Verification Challenge 2020. - Md. Sahidullah; Achintya Kumar Sarkar; Ville Vestman; Xuechen Liu 001; Romain Serizel; Tomi Kinnunen; Zheng-Hua Tan; Emmanuel Vincent 001 (SLT, 2021)

Benchmarking and challenges in security and privacy for voice biometrics. - Jean-François Bonastre; Héctor Delgado; Nicholas W. D. Evans; Tomi Kinnunen; Kong Aik Lee; Xuechen Liu 001; Andreas Nautsch; Paul-Gauthier Noé; Jose Patino 001; Md. Sahidullah; Brij Mohan Lal Srivastava; Massimiliano Todisco; et al. (CoRR, 2021)

ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan. - Héctor Delgado; Nicholas W. D. Evans; Tomi Kinnunen; Kong Aik Lee; Xuechen Liu 001; Andreas Nautsch; Jose Patino 001; Md. Sahidullah; Massimiliano Todisco; Xin Wang 037; Junichi Yamagishi (CoRR, 2021)

ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection. - Junichi Yamagishi; Xin Wang 037; Massimiliano Todisco; Md. Sahidullah; Jose Patino 001; Andreas Nautsch; Xuechen Liu 001; Kong Aik Lee; Tomi Kinnunen; Nicholas W. D. Evans; Héctor Delgado (CoRR, 2021)

Optimizing Multi-Taper Features for Deep Speaker Verification. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (IEEE Signal Process. Lett., 2021)

Learnable Nonlinear Compression for Robust Speaker Verification. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (ICASSP, 2022)

Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (Odyssey, 2022)

Baseline Systems for the First Spoofing-Aware Speaker Verification Challenge: Score and Embedding Fusion. - Hye-jin Shim; Hemlata Tak; Xuechen Liu 001; Hee-Soo Heo; Jee-weon Jung; Joon Son Chung; Soo-Whan Chung; Ha-Jin Yu; Bong-Jin Lee; Massimiliano Todisco; Héctor Delgado; Kong Aik Lee; et al. (Odyssey, 2022)

Baselines and Protocols for Household Speaker Recognition. - Alexey Sholokhov; Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (Odyssey, 2022)

I4U System Description for NIST SRE'20 CTS Challenge. - Kong Aik Lee; Tomi Kinnunen; Daniele Colibro; Claudio Vair; Andreas Nautsch; Hanwu Sun; Liang He 003; Tianyu Liang; Qiongqiong Wang; Mickael Rouvier; Pierre-Michel Bousquet; Rohan Kumar Das; et al. (CoRR, 2022)

Speaker-Aware Anti-spoofing. - Xuechen Liu 001; Md. Sahidullah; Kong Aik Lee; Tomi Kinnunen (INTERSPEECH, 2023)

Towards Single Integrated Spoofing-aware Speaker Verification Embeddings. - Sung Hwan Mun; Hye-jin Shim; Hemlata Tak; Xin Wang 037; Xuechen Liu 001; Md. Sahidullah; Myeonghun Jeong; Min Hyun Han; Massimiliano Todisco; Kong Aik Lee; Junichi Yamagishi; Nicholas W. D. Evans; et al. (INTERSPEECH, 2023)

Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification. - Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen (CoRR, 2023)

Speaker-Text Retrieval via Contrastive Learning. - Xuechen Liu 001; Xin Wang 037; Erica Cooper; Xiaoxiao Miao; Junichi Yamagishi (CoRR, 2023)

ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild. - Xuechen Liu 001; Xin Wang 037; Md. Sahidullah; Jose Patino 001; Héctor Delgado; Tomi Kinnunen; Massimiliano Todisco; Junichi Yamagishi; Nicholas W. D. Evans; Andreas Nautsch; Kong Aik Lee (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

A Preliminary Case Study on Long-Form In-the-Wild Audio Spoofing Detection. - Xuechen Liu 001; Xin Wang 037; Junichi Yamagishi (BIOSIG, 2024)

Quantifying Source Speaker Leakage in One-to-One Voice Conversion. - Scott Wellington; Xuechen Liu 001; Junichi Yamagishi (BIOSIG, 2024)

Generating Speakers by Prompting Listener Impressions for Pre-trained Multi-Speaker Text-to-Speech Systems. - Zhengyang Chen; Xuechen Liu 001; Erica Cooper; Junichi Yamagishi; Yanmin Qian (INTERSPEECH, 2024)

Target Speaker Extraction with Curriculum Learning. - Yun Liu; Xuechen Liu 001; Xiaoxiao Miao; Junichi Yamagishi (INTERSPEECH, 2024)

Disentangling The Prosody And Semantic Information With Pre-Trained Model For In-Context Learning Based Zero-Shot Voice Conversion. - Zhengyang Chen; Shuai Wang 016; Mingyang Zhang 003; Xuechen Liu 001; Junichi Yamagishi; Yanmin Qian (SLT, 2024)

Improving Curriculum Learning For Target Speaker Extraction With Synthetic Speakers. - Yun Liu; Xuechen Liu 001; Junichi Yamagishi (SLT, 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)

ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale. - Xin Wang 037; Héctor Delgado; Hemlata Tak; Jee-weon Jung; Hye-jin Shim; Massimiliano Todisco; Ivan Kukanov; Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen; Nicholas W. D. Evans; Kong Aik Lee; et al. (CoRR, 2024)

Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data. - Yun Liu; Xuechen Liu 001; Xiaoxiao Miao; Junichi Yamagishi (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. (J. Mach. Learn. Res., 2024)

Generalizing Speaker Verification for Spoof Awareness in the Embedding Space. - Xuechen Liu 001; Md. Sahidullah; Kong Aik Lee; Tomi Kinnunen (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech. - Xin Wang 037; Héctor Delgado; Hemlata Tak; Jee-weon Jung; Hye-jin Shim; Massimiliano Todisco; Ivan Kukanov; Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen; Nicholas W. D. Evans; Kong Aik Lee; et al. (Zenodo, 2024)

Post-training for Deepfake Speech Detection. - Wanying Ge; Xin Wang 037; Xuechen Liu 001; Junichi Yamagishi (ASRU, 2025)

Explaining Speaker and Spoof Embeddings via Probing. - Xuechen Liu 001; Junichi Yamagishi; Md. Sahidullah; Tomi Kinnunen (ICASSP, 2025)

LENS-DF: Deepfake Detection and Temporal Localization for Long-Form Noisy Speech. - Xuechen Liu 001; Wanying Ge; Xin Wang 037; Junichi Yamagishi (IJCB, 2025)

AfriHuBERT: A self-supervised speech representation model for African languages. - Jesujoba O. Alabi; Xuechen Liu 001; Dietrich Klakow; Junichi Yamagishi (INTERSPEECH, 2025)

From Sharpness to Better Generalization for Speech Deepfake Detection. - Wen Huang 004; Xuechen Liu 001; Xin Wang 037; Junichi Yamagishi; Yanmin Qian (INTERSPEECH, 2025)

LENS-DF Sample Data: A Dataset for Long-Form, Multi-Speaker, and Noisy Audio. - Xuechen Liu 001; Wanying Ge; Xin Wang 037; Junichi Yamagishi (Zenodo, 2025)

Frustratingly Easy Zero-Day Audio DeepFake Detection via Retrieval Augmentation and Profile Matching. - Xuechen Liu 001; Xin Wang 037; Junichi Yamagishi (CoRR, 2025)

WaveSP-Net: Learnable Wavelet-Domain Sparse Prompt Tuning for Speech Deepfake Detection. - Xi Xuan; Xuechen Liu 001; Wenxin Zhang 005; Yi-Cheng Lin; Xiaojian Lin; Tomi Kinnunen (CoRR, 2025)

ASVspoof 5: Design, collection and validation of resources for spoofing, deepfake, and adversarial attack detection using crowdsourced speech. - Xin Wang 037; Héctor Delgado; Hemlata Tak; Jee-weon Jung; Hye-jin Shim; Massimiliano Todisco; Ivan Kukanov; Xuechen Liu 001; Md. Sahidullah; Tomi Kinnunen; Nicholas W. D. Evans; Kong Aik Lee; et al. (Comput. Speech Lang., 2026)

ASVspoof 5: Evaluation of Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech. - Xin Wang 037; Héctor Delgado; Nicholas W. D. Evans; Xuechen Liu 001; Tomi Kinnunen; Hemlata Tak; Kong Aik Lee; Ivan Kukanov; Md. Sahidullah; Massimiliano Todisco; Junichi Yamagishi (CoRR, 2026)

Deepfake Word Detection by Next-token Prediction using Fine-tuned Whisper. - Hoan My Tran; Xin Wang 037; Wanying Ge; Xuechen Liu 001; Junichi Yamagishi (CoRR, 2026)

Training Dynamics-Aware Multi-Factor Curriculum Learning for Target Speaker Extraction. - Yun Liu; Xuechen Liu 001; Xiaoxiao Miao; Junichi Yamagishi (CoRR, 2026)