Efficiency-oriented approaches for self-supervised speech representation learning

Author:

Lugo Luis,Vielzeuf Valentin

Publisher

Springer Science and Business Media LLC

Reference106 articles.

1. Abdullah, B. M., Shaik, M. M., & Klakow, D. (2023). On the nature of discrete speech representations in multilingual self-supervised models. In Proceedings of the 5th workshop on research in computational linguistic typology and multilingual. NLP.

2. Allen-Zhu, Z., & Li, Y. (2020). Towards understanding ensemble, knowledge distillation and self-distillation in deep learning. arXiv preprint arXiv:2012.09816

3. Amodei, D., Ananthanarayanan, S., Anubhai, R., Bai, J., Battenberg, E., Case, C., Casper, J., Catanzaro, B., Cheng, Q., Chen, G., Chen, J., Chen, J., Chen, Z., Chrzanowski, M., Coates, A., Diamos, G., Ding, K., Du, N., Elsen, E., … Zhu, Z. (2016). Deep speech 2: End-to-end speech recognition in English and Mandarin. In International conference on machine learning (ICML). PMLR.

4. Arora, S., Dalmia, S., Denisov, P., Chang, X., Ueda, Y., Peng, Y., Zhang, Y., Kumar, S., Ganesan, K., Yan, B., Vu, N., Black, A., & Watanabe, S. (2022). Espnet-slu: Advancing spoken language understanding through ESPnet. In IEEE international conference on acoustics, speech and signal processing (ICASSP).

5. Ashihara, T., Moriya, T., Matsuura, K., & Tanaka, T. (2022). Deep versus wide: An analysis of student architectures for task-agnostic knowledge distillation of self-supervised speech models. In Interspeech.

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