Publications

59 / 4,130 publications found.


  •  Basu, S., Lohit, S., Brand, M., "G-RepsNet: A Lightweight Construction of Equivariant Net- works for Arbitrary Matrix Groups", Transactions on Machine Learning Research (TMLR), May 2025.
    BibTeX TR2025-056 PDF Software
    • @article{Basu2025may,
    • author = {Basu, Sourya and Lohit, Suhas and Brand, Matthew},
    • title = {{G-RepsNet: A Lightweight Construction of Equivariant Net- works for Arbitrary Matrix Groups}},
    • journal = {Transactions on Machine Learning Research (TMLR)},
    • year = 2025,
    • month = may,
    • issn = {2835-8856},
    • url = {https://www.merl.com/publications/TR2025-056}
    • }
  •  Uhlich, S., Fabbro, G., Hirano, M., Takahashi, S., Wichern, G., Le Roux, J., Chakraborty, D., Mohanty, S., Li, K., Luo, Y., Yu, J., Gu, R., Solovyev, R., Stempkovskiy, A., Habruseva, T., Sukhovei, M., Mitsufuji, Y., "The Sound Demixing Challenge 2023 – Cinematic Demixing Track", Transactions of the International Society for Music Information Retrieval, DOI: 10.5334/​tismir.172, Vol. 7, No. 1, pp. 44-62, May 2024.
    BibTeX TR2024-047 PDF
    • @article{Uhlich2024may,
    • author = {Uhlich, Stefan and Fabbro, Giorgio and Hirano, Masato and Takahashi, Shusuke and Wichern, Gordon and {Le Roux}, Jonathan and Chakraborty, Dipam and Mohanty, Sharada and Li, Kai and Luo, Yi and Yu, Jianwei and Gu, Rongzhi and Solovyev, Roman and Stempkovskiy, Alexander and Habruseva, Tatiana and Sukhovei, Mikhail and Mitsufuji, Yuki},
    • title = {{The {S}ound {D}emixing {C}hallenge 2023 – {C}inematic {D}emixing {T}rack}},
    • journal = {Transactions of the International Society for Music Information Retrieval},
    • year = 2024,
    • volume = 7,
    • number = 1,
    • pages = {44--62},
    • month = may,
    • doi = {10.5334/tismir.172},
    • url = {https://www.merl.com/publications/TR2024-047}
    • }
  •  Chen, K., Wichern, G., Germain, F., Le Roux, J., "Pac-HuBERT: Self-Supervised Music Source Separation via Primitive Auditory Clustering and Hidden-Unit BERT", IEEE ICASSP Satellite Workshop on Self-supervision in Audio, Speech and Beyond (SASB), DOI: 10.1109/​ICASSPW59220.2023.10193575, May 2023.
    BibTeX TR2023-030 PDF
    • @inproceedings{Chen2023may,
    • author = {Chen, Ke and Wichern, Gordon and Germain, Francois and {Le Roux}, Jonathan},
    • title = {{Pac-HuBERT: Self-Supervised Music Source Separation via Primitive Auditory Clustering and Hidden-Unit BERT}},
    • booktitle = {IEEE ICASSP Satellite Workshop on Self-supervision in Audio, Speech and Beyond (SASB)},
    • year = 2023,
    • month = may,
    • doi = {10.1109/ICASSPW59220.2023.10193575},
    • isbn = {979-8-3503-0261-5},
    • url = {https://www.merl.com/publications/TR2023-030}
    • }
  •  Wang, S., Guo, J., Wang, P., Parsons, K., Orlik, P.V., Nagai, Y., Sumi, T., Pathak, P., ,, "X-Disco: Cross-technology Neighbor Discovery", IEEE International Conference on Sensing, Communication, and Networking, September 2022.
    BibTeX TR2022-119 PDF
    • @inproceedings{Wang2022sep2,
    • author = {Wang, Shuai and Guo, Jianlin and Wang, Pu and Parsons, Kieran and Orlik, Philip V. and Nagai, Yukimasa and Sumi, Takenori and Pathak, Parth and},
    • title = {{X-Disco: Cross-technology Neighbor Discovery}},
    • booktitle = {IEEE International Conference on Sensing, Communication, and Networking},
    • year = 2022,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2022-119}
    • }
  •  Yu, J., Wang, P., Koike-Akino, T., Orlik, P.V., "Multi-Modal Recurrent Fusion for Indoor Localization", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP43922.2022.9746071, April 2022.
    BibTeX TR2022-018 PDF
    • @inproceedings{Yu2022apr,
    • author = {Yu, Jianyuan and Wang, Pu and Koike-Akino, Toshiaki and Orlik, Philip V.},
    • title = {{Multi-Modal Recurrent Fusion for Indoor Localization}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2022,
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP43922.2022.9746071},
    • issn = {2379-190X},
    • isbn = {978-1-6654-0540-9},
    • url = {https://www.merl.com/publications/TR2022-018}
    • }
  •  Li, M., Chen, S., Zhang, Y., "Graph Cross Networks with Vertex Infomax Pooling", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
    BibTeX TR2020-167 PDF
    • @inproceedings{Li2020dec,
    • author = {Li, Maosen and Chen, Siheng and Zhang, Ya},
    • title = {{Graph Cross Networks with Vertex Infomax Pooling}},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-167}
    • }
  •  Sari, L., Moritz, N., Hori, T., Le Roux, J., "Unsupervised Speaker Adaptation Using Attention-Based Speaker Memory For End-To-End ASR", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP40776.2020.9054249, April 2020, pp. 7384-7388.
    BibTeX TR2020-037 PDF Video Presentation
    • @inproceedings{Sari2020apr,
    • author = {Sari, Leda and Moritz, Niko and Hori, Takaaki and {Le Roux}, Jonathan},
    • title = {{Unsupervised Speaker Adaptation Using Attention-Based Speaker Memory For End-To-End ASR}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {7384--7388},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9054249},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-037}
    • }
  •  Ma, T., Komatsu, T., Wang, B., Wang, Y., Lin, C., "Observer Designs for Simultaneous Temperature and Loss Estimation for Electric Motors: A Comparative Study", IEEE Industrial Electronics Society (IECON), DOI: 10.1109/​IECON.2019.8927182, October 2019, pp. 1234-1241.
    BibTeX TR2019-122 PDF
    • @inproceedings{Ma2019oct,
    • author = {Ma, Tong and Komatsu, Taiga and Wang, Bingnan and Wang, Yebin and Lin, Chungwei},
    • title = {{Observer Designs for Simultaneous Temperature and Loss Estimation for Electric Motors: A Comparative Study}},
    • booktitle = {IEEE Industrial Electronics Society (IECON)},
    • year = 2019,
    • pages = {1234--1241},
    • month = oct,
    • doi = {10.1109/IECON.2019.8927182},
    • issn = {1553-572X},
    • url = {https://www.merl.com/publications/TR2019-122}
    • }
  •  Karafiat, M., Baskar, M.K., Watanabe, S., Hori, T., Wiesner, M., Cernocky, J.H., "Analysis of Multilingual Sequence-to-Sequence Speech Recognition Systems", Interspeech, DOI: 10.21437/​Interspeech.2019-2355/​/​, September 2019, pp. 2019-2355.
    BibTeX TR2019-103 PDF
    • @inproceedings{Karafiat2019sep,
    • author = {Karafiat, Martin and Baskar, Murali Karthick and Watanabe, Shinji and Hori, Takaaki and Wiesner, Matthew and Cernocky, Jan, Honza},
    • title = {{Analysis of Multilingual Sequence-to-Sequence Speech Recognition Systems}},
    • booktitle = {Interspeech},
    • year = 2019,
    • pages = {2019--2355},
    • month = sep,
    • doi = {10.21437/Interspeech.2019-2355//},
    • url = {https://www.merl.com/publications/TR2019-103}
    • }
  •  Moritz, N., Hori, T., Le Roux, J., "Unidirectional Neural Network Architectures for End-to-End Automatic Speech Recognition", Interspeech, DOI: 10.21437/​Interspeech.2019-2837, September 2019, pp. 76-80.
    BibTeX TR2019-098 PDF
    • @inproceedings{Moritz2019sep,
    • author = {Moritz, Niko and Hori, Takaaki and {Le Roux}, Jonathan},
    • title = {{Unidirectional Neural Network Architectures for End-to-End Automatic Speech Recognition}},
    • booktitle = {Interspeech},
    • year = 2019,
    • pages = {76--80},
    • month = sep,
    • doi = {10.21437/Interspeech.2019-2837},
    • url = {https://www.merl.com/publications/TR2019-098}
    • }
  •  Cho, J., Watanabe, S., Hori, T., Baskar, M.K., Inaguma, H., Villalba, J., Dehak, N., "Language Model Integration Based on Memory Control for Sequence to Sequence Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2019.8683380, May 2019.
    BibTeX TR2019-007 PDF
    • @inproceedings{Cho2019may,
    • author = {Cho, Jaejin and Watanabe, Shinji and Hori, Takaaki and Baskar, Murali Karthick and Inaguma, Hirofumi and Villalba, Jesus and Dehak, Najim},
    • title = {{Language Model Integration Based on Memory Control for Sequence to Sequence Speech Recognition}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2019,
    • month = may,
    • doi = {10.1109/ICASSP.2019.8683380},
    • url = {https://www.merl.com/publications/TR2019-007}
    • }
  •  Hayashi, T., Watanabe, S., Zhang, Y., Toda, T., Hori, T., Astudillo, R., Takeda, K., "Back-Translation-Style Data Augmentation for End-to-End ASR", IEEE Spoken Language Technology Workshop (SLT), DOI: 10.1109/​SLT.2018.8639619, December 2018.
    BibTeX TR2018-174 PDF
    • @inproceedings{Hayashi2018dec,
    • author = {Hayashi, Tomoki and Watanabe, Shinji and Zhang, Yu and Toda, Tomoki and Hori, Takaaki and Astudillo, Ramon and Takeda, Kazuya},
    • title = {{Back-Translation-Style Data Augmentation for End-to-End ASR}},
    • booktitle = {IEEE Spoken Language Technology Workshop (SLT)},
    • year = 2018,
    • month = dec,
    • doi = {10.1109/SLT.2018.8639619},
    • url = {https://www.merl.com/publications/TR2018-174}
    • }
  •  Seki, H., Hori, T., Watanabe, S., Le Roux, J., Hershey, J., "A Purely End-to-end System for Multi-speaker Speech Recognition", Annual Meeting of the Association for Computational Linguistics (ACL), July 2018, pp. 2620-2630.
    BibTeX TR2018-104 PDF Video
    • @inproceedings{Seki2018jul,
    • author = {Seki, Hiroshi and Hori, Takaaki and Watanabe, Shinji and {Le Roux}, Jonathan and Hershey, John},
    • title = {{A Purely End-to-end System for Multi-speaker Speech Recognition}},
    • booktitle = {Annual Meeting of the Association for Computational Linguistics (ACL)},
    • year = 2018,
    • pages = {2620--2630},
    • month = jul,
    • publisher = {Elsevier},
    • url = {https://www.merl.com/publications/TR2018-104}
    • }
  •  Ochiai, T., Watanabe, S., Katagiri, S., Hori, T., Hershey, J.R., "Speaker Adaptation for Multichannel End-to-End Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2018.8462161, April 2018, pp. 6707-6711.
    BibTeX TR2018-006 PDF
    • @inproceedings{Ochiai2018apr,
    • author = {Ochiai, Tsubasa and Watanabe, Shinji and Katagiri, Shigeru and Hori, Takaaki and Hershey, John R.},
    • title = {{Speaker Adaptation for Multichannel End-to-End Speech Recognition}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2018,
    • pages = {6707--6711},
    • month = apr,
    • doi = {10.1109/ICASSP.2018.8462161},
    • url = {https://www.merl.com/publications/TR2018-006}
    • }
  •  Zhang, Z., Kag, A., Sullivan, A., Saligrama, V., "Equilibrated Recurrent Neural Network: Neuronal Time-Delayed Self-Feedback Improves Accuracy and Stability", arXiv, March 2019.
    BibTeX arXiv
    • @article{Zhang2018mar2,
    • author = {Zhang, Ziming and Kag, Anil and Sullivan, Alan and Saligrama, Venkatesh},
    • title = {{Equilibrated Recurrent Neural Network: Neuronal Time-Delayed Self-Feedback Improves Accuracy and Stability}},
    • journal = {arXiv},
    • year = 2018,
    • month = mar,
    • url = {https://arxiv.org/abs/1903.00755}
    • }
  •  Ochiai, T., Watanabe, S., Hori, T., Hershey, J.R., Xiao, X., "Unified Architecture for Multichannel End-to-End Speech Recognition with Neural Beamforming", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2017.2764276, Vol. 11, No. 8, pp. 1274-1288, October 2017.
    BibTeX TR2017-192 PDF
    • @article{Ochiai2017oct2,
    • author = {Ochiai, Tsubasa and Watanabe, Shinji and Hori, Takaaki and Hershey, John R. and Xiao, Xiong},
    • title = {{Unified Architecture for Multichannel End-to-End Speech Recognition with Neural Beamforming}},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2017,
    • volume = 11,
    • number = 8,
    • pages = {1274--1288},
    • month = oct,
    • doi = {10.1109/JSTSP.2017.2764276},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2017-192}
    • }
  •  Watanabe, S., Hori, T., Kim, S., Hershey, J.R., Hayashi, T., "Hybrid CTC/Attention Architecture for End-to-End Speech Recognition", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2017.2763455, Vol. 11, No. 8, pp. 1240-1253, October 2017.
    BibTeX TR2017-190 PDF Video
    • @article{Watanabe2017oct,
    • author = {Watanabe, Shinji and Hori, Takaaki and Kim, Suyoun and Hershey, John R. and Hayashi, Tomoki},
    • title = {{Hybrid CTC/Attention Architecture for End-to-End Speech Recognition}},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2017,
    • volume = 11,
    • number = 8,
    • pages = {1240--1253},
    • month = oct,
    • doi = {10.1109/JSTSP.2017.2763455},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2017-190}
    • }
  •  Hayashi, T., Watanabe, S., Toda, T., Hori, T., Le Roux, J., Takeda, K., "Duration-Controlled LSTM for Polyphonic Sound Event Detection", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/​TASLP.2017.2740002, Vol. 25, No. 11, August 2017.
    BibTeX TR2017-150 PDF
    • @article{Hayashi2017aug,
    • author = {Hayashi, Tomoki and Watanabe, Shinji and Toda, Tomoki and Hori, Takaaki and {Le Roux}, Jonathan and Takeda, Kazuya},
    • title = {{Duration-Controlled LSTM for Polyphonic Sound Event Detection}},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2017,
    • volume = 25,
    • number = 11,
    • month = aug,
    • doi = {10.1109/TASLP.2017.2740002},
    • issn = {2329-9304},
    • url = {https://www.merl.com/publications/TR2017-150}
    • }
  •  Ochiai, T., Watanabe, S., Hori, T., Hershey, J.R., "Multichannel End-to-end Speech Recognition", International Conference on Machine Learning (ICML), August 2017.
    BibTeX TR2017-107 PDF
    • @inproceedings{Ochiai2017aug,
    • author = {Ochiai, Tsubasa and Watanabe, Shinji and Hori, Takaaki and Hershey, John R.},
    • title = {{Multichannel End-to-end Speech Recognition}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2017,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2017-107}
    • }
  •  Hayashi, T., Watanabe, S., Toda, T., Hori, T., Le Roux, J., Takeda, K., "BLSTM-HMM Hybrid System Combined with Sound Activity Detection Network for Polyphonic Sound Event Detection", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-014 PDF
    • @inproceedings{Hayashi2017mar,
    • author = {Hayashi, Tomoki and Watanabe, Shinji and Toda, Tomoki and Hori, Takaaki and {Le Roux}, Jonathan and Takeda, Kazuya},
    • title = {{BLSTM-HMM Hybrid System Combined with Sound Activity Detection Network for Polyphonic Sound Event Detection}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-014}
    • }
  •  Meng, Z., Watanabe, S., Hershey, J.R., Erdogan, H., "Deep Long Short-Term Memory Adaptive Beamforming Networks for Multichannel Robust Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-012 PDF
    • @inproceedings{Meng2017mar,
    • author = {Meng, Zhong and Watanabe, Shinji and Hershey, John R. and Erdogan, Hakan},
    • title = {{Deep Long Short-Term Memory Adaptive Beamforming Networks for Multichannel Robust Speech Recognition}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-012}
    • }
  •  Wisdom, S., Powers, T., Hershey, J.R., Le Roux, J., Atlas, L., "Full-Capacity Unitary Recurrent Neural Networks", Advances in Neural Information Processing Systems (NIPS), December 2016.
    BibTeX TR2016-155 PDF
    • @inproceedings{Wisdom2016dec,
    • author = {Wisdom, Scott and Powers, Thomas and Hershey, John R. and {Le Roux}, Jonathan and Atlas, Les},
    • title = {{Full-Capacity Unitary Recurrent Neural Networks}},
    • booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    • year = 2016,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2016-155}
    • }
  •  Hayashi, T., Watanabe, S., Toda, T., Hori, T., Le Roux, J., Takeda, K., "Bidirectional LSTM-HMM Hybrid System for Polyphonic Sound Event Detection", Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), September 2016, pp. 35-39.
    BibTeX TR2016-114 PDF
    • @inproceedings{Hayashi2016sep,
    • author = {Hayashi, Tomoki and Watanabe, Shinji and Toda, Tomoki and Hori, Takaaki and {Le Roux}, Jonathan and Takeda, Kazuya},
    • title = {{Bidirectional LSTM-HMM Hybrid System for Polyphonic Sound Event Detection}},
    • booktitle = {Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE)},
    • year = 2016,
    • pages = {35--39},
    • month = sep,
    • url = {https://www.merl.com/publications/TR2016-114}
    • }
  •  Shinozaki, T., Watanabe, S., "Structure Discovery of Deep Neural Network Based on Evolutionary Algorithms", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2015.7178918, April 2015, pp. 4979-4983.
    BibTeX TR2015-032 PDF
    • @inproceedings{Shinozaki2015apr,
    • author = {Shinozaki, T. and Watanabe, S.},
    • title = {{Structure Discovery of Deep Neural Network Based on Evolutionary Algorithms}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2015,
    • pages = {4979--4983},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2015.7178918},
    • url = {https://www.merl.com/publications/TR2015-032}
    • }
  •  Weng, C., Yu, D., Watanabe, S., Juang, B.-H.F., "Recurrent Deep Neural Networks for Robust Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2014.6854661, May 2014, pp. 5532-5536.
    BibTeX TR2014-023 PDF
    • @inproceedings{Weng2014may,
    • author = {Weng, C. and Yu, D. and Watanabe, S. and Juang, B.-H.F.},
    • title = {{Recurrent Deep Neural Networks for Robust Speech Recognition}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2014,
    • pages = {5532--5536},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2014.6854661},
    • url = {https://www.merl.com/publications/TR2014-023}
    • }