Tsai, Yao-Hung Hubert

HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units

Hsu, W.-N., Bolte, B., Tsai, Y.-H. H., Lakhotia, K., Salakhutdinov, R., & Mohamed, A. (2021) · IEEE/ACM Transactions on Audio, Speech, and Language Processing

Speech Recognition and SynthesisSpeech and Audio Processing

Cited by 2,983

Multimodal Transformer for Unaligned Multimodal Language Sequences

Tsai, Y.-H. H., Bai, S., Liang, P. P., Kolter, J. Z., Morency, L.-P., & Salakhutdinov, R. (2019) · Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics

Multimodal Machine Learning ApplicationsTime Series Analysis and Forecasting

Cited by 2,259

Learning Factorized Multimodal Representations

Tsai, Y.-H. H., Liang, P. P., Zadeh, A., Morency, L.-P., & Salakhutdinov, R. (2018) · arXiv

Multimodal Machine Learning ApplicationsSentiment Analysis and Opinion Mining

Cited by 323

Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel

Tsai, Y.-H. H., Bai, S., Yamada, M., Morency, L.-P., & Salakhutdinov, R. (2019) · Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)

Topic ModelingNatural Language Processing Techniques

Cited by 173

Multimodal Routing: Improving Local and Global Interpretability of Multimodal Language Analysis

Tsai, Y.-H. H., Ma, M., Yang, M., Salakhutdinov, R., & Morency, L.-P. (2020) · Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Multimodal Machine Learning ApplicationsExplainable Artificial Intelligence (XAI)

Cited by 98

Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization

Liang, P. P., Liu, Z., Tsai, Y.-H. H., Zhao, Q., Salakhutdinov, R., & Morency, L.-P. (2019) · Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics

Tensor decomposition and applicationsMultimodal Machine Learning Applications

Cited by 95