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data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language

Feb 07, 2022
Alexei Baevski, Wei-Ning Hsu, Qiantong Xu, Arun Babu, Jiatao Gu, Michael Auli

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XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Nov 19, 2021
Arun Babu, Changhan Wang, Andros Tjandra, Kushal Lakhotia, Qiantong Xu, Naman Goyal, Kritika Singh, Patrick von Platen, Yatharth Saraf, Juan Pino, Alexei Baevski, Alexis Conneau, Michael Auli

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Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization

Jun 25, 2021
David Eriksson, Pierce I-Jen Chuang, Samuel Daulton, Peng Xia, Akshat Shrivastava, Arun Babu, Shicong Zhao, Ahmed Aly, Ganesh Venkatesh, Maximilian Balandat

* To Appear at the 8th ICML Workshop on Automated Machine Learning, ICML 2021 

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Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing

Apr 16, 2021
Akshat Shrivastava, Pierce Chuang, Arun Babu, Shrey Desai, Abhinav Arora, Alexander Zotov, Ahmed Aly

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Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog

Apr 11, 2021
Arun Babu, Akshat Shrivastava, Armen Aghajanyan, Ahmed Aly, Angela Fan, Marjan Ghazvininejad

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Lightweight Convolutional Representations for On-Device Natural Language Processing

Feb 04, 2020
Shrey Desai, Geoffrey Goh, Arun Babu, Ahmed Aly

* Accepted to MLSys 2020 

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