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Streaming Target-Speaker ASR with Neural Transducer


Sep 19, 2022
Takafumi Moriya, Hiroshi Sato, Tsubasa Ochiai, Marc Delcroix, Takahiro Shinozaki

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* Accepted to Interspeech 2022 

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Streaming End-to-End Target Speaker ASR


Sep 09, 2022
Takafumi Moriya, Hiroshi Sato, Tsubasa Ochiai, Marc Delcroix, Takahiro Shinozaki

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* Accepted to Interspeech 2022 

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Exploiting Unlabeled Data for Target-Oriented Opinion Words Extraction


Aug 17, 2022
Yidong Wang, Hao Wu, Ao Liu, Wenxin Hou, Zhen Wu, Jindong Wang, Takahiro Shinozaki, Manabu Okumura, Yue Zhang

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* Accepted by COLING 2022 

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USB: A Unified Semi-supervised Learning Benchmark


Aug 12, 2022
Yidong Wang, Hao Chen, Yue Fan, Wang Sun, Ran Tao, Wenxin Hou, Renjie Wang, Linyi Yang, Zhi Zhou, Lan-Zhe Guo, Heli Qi, Zhen Wu, Yu-Feng Li, Satoshi Nakamura, Wei Ye, Marios Savvides, Bhiksha Raj, Takahiro Shinozaki, Bernt Schiele, Jindong Wang, Xing Xie, Yue Zhang

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* Submitted to NeurIPS'22 dataset and benchmark track; code at https://github.com/microsoft/Semi-supervised-learning 

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Censer: Curriculum Semi-supervised Learning for Speech Recognition Based on Self-supervised Pre-training


Jun 27, 2022
Bowen Zhang, Songjun Cao, Xiaoming Zhang, Yike Zhang, Long Ma, Takahiro Shinozaki

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FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning


May 15, 2022
Yidong Wang, Hao Chen, Qiang Heng, Wenxin Hou, Marios Savvides, Takahiro Shinozaki, Bhiksha Raj, Zhen Wu, Jindong Wang

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* Preprint. Codebase: https://github.com/TorchSSL/TorchSSL 

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Margin Calibration for Long-Tailed Visual Recognition


Dec 14, 2021
Yidong Wang, Bowen Zhang, Wenxin Hou, Zhen Wu, Jindong Wang, Takahiro Shinozaki

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* Technical report; 9 pages 

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FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling


Oct 15, 2021
Bowen Zhang, Yidong Wang, Wenxin Hou, Hao Wu, Jindong Wang, Manabu Okumura, Takahiro Shinozaki

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* Accepted by NeurIPS 2021; 16 pages with appendix; code: https://github.com/TorchSSL/TorchSSL 

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Exploiting Adapters for Cross-lingual Low-resource Speech Recognition


May 18, 2021
Wenxin Hou, Han Zhu, Yidong Wang, Jindong Wang, Tao Qin, Renjun Xu, Takahiro Shinozaki

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* Technical report 

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