Title
TS-SUPERB: A Target Speech Processing Benchmark for Speech Self-Supervised Learning Models Junyi Peng Takanori Ashihara Marc Delcroix Tsubasa Ochiai Oldrich Plchot Shoko Araki J. Černocký ELM 19 0 0 10 May 2025
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Yassine El Kheir Youness Samih Suraj Maharjan Tim Polzehl Sebastian Möller 67 1 0 05 Feb 2025
Exploring Prediction Targets in Masked Pre-Training for Speech Foundation Models Li-Wei Chen Takuya Higuchi He Bai Ahmed Hussen Abdelaziz Alexander Rudnicky Shinji Watanabe Tatiana Likhomanenko B. Theobald Zakaria Aldeneh 38 0 0 16 Sep 2024
Efficient Training of Self-Supervised Speech Foundation Models on a Compute Budget Andy T. Liu Yi-Cheng Lin Haibin Wu Stefan Winkler Hung-yi Lee 31 1 0 09 Sep 2024
A Large-Scale Evaluation of Speech Foundation Models Shu-Wen Yang Heng-Jui Chang Zili Huang Andy T. Liu Cheng-I Jeff Lai ... Kushal Lakhotia Shang-Wen Li Abdelrahman Mohamed Shinji Watanabe Hung-yi Lee 38 19 0 15 Apr 2024
R-Spin: Efficient Speaker and Noise-invariant Representation Learning with Acoustic Pieces Heng-Jui Chang James R. Glass 25 3 0 15 Nov 2023
ML-SUPERB: Multilingual Speech Universal PERformance Benchmark Jiatong Shi Dan Berrebbi William Chen Ho-Lam Chung En-Pei Hu ... Xuankai Chang Shang-Wen Li Abdel-rahman Mohamed Hung-yi Lee Shinji Watanabe ELM 50 58 0 18 May 2023
DinoSR: Self-Distillation and Online Clustering for Self-supervised Speech Representation Learning Alexander H. Liu Heng-Jui Chang Michael Auli Wei-Ning Hsu James R. Glass 19 24 0 17 May 2023
Speech separation with large-scale self-supervised learning Zhuo Chen Naoyuki Kanda Jian Wu Yu-Huan Wu Xiaofei Wang Takuya Yoshioka Jinyu Li S. Sivasankaran Sefik Emre Eskimez 17 13 0 09 Nov 2022
Comparative layer-wise analysis of self-supervised speech models Ankita Pasad Bowen Shi Karen Livescu SSL 22 109 0 08 Nov 2022
Bridging Speech and Textual Pre-trained Models with Unsupervised ASR Jiatong Shi Chan-Jan Hsu Ho-Lam Chung Dongji Gao Leibny Paola García-Perera Shinji Watanabe Ann Lee Hung-yi Lee 14 12 0 06 Nov 2022
Self-supervised language learning from raw audio: Lessons from the Zero Resource Speech Challenge Ewan Dunbar Nicolas Hamilakis Emmanuel Dupoux SSL 24 30 0 27 Oct 2022
Self-supervised Rewiring of Pre-trained Speech Encoders: Towards Faster Fine-tuning with Less Labels in Speech Processing Haomiao Yang Jinming Zhao Gholamreza Haffari Ehsan Shareghi 25 2 0 24 Oct 2022
SUPERB @ SLT 2022: Challenge on Generalization and Efficiency of Self-Supervised Speech Representation Learning Tzu-hsun Feng Annie Dong Ching-Feng Yeh Shu-Wen Yang Tzu-Quan Lin ... Xuankai Chang Shinji Watanabe Abdel-rahman Mohamed Shang-Wen Li Hung-yi Lee ELM SSL 19 33 0 16 Oct 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 22 106 0 02 Mar 2022
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing Sanyuan Chen Chengyi Wang Zhengyang Chen Yu-Huan Wu Shujie Liu ... Yao Qian Jian Wu Micheal Zeng Xiangzhan Yu Furu Wei SSL 58 1,688 0 26 Oct 2021
Exploring wav2vec 2.0 on speaker verification and language identification Zhiyun Fan Meng Li Shiyu Zhou Bo Xu 103 202 0 11 Dec 2020
Any-to-One Sequence-to-Sequence Voice Conversion using Self-Supervised Discrete Speech Representations Wen-Chin Huang Yi-Chiao Wu Tomoki Hayashi T. Toda BDL 33 37 0 23 Oct 2020
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 171 288 0 25 Jan 2020