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Revisiting Multi-Scale Feature Fusion for Semantic Segmentation


Mar 23, 2022
Tianjian Meng, Golnaz Ghiasi, Reza Mahjorian, Quoc V. Le, Mingxing Tan


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DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection


Mar 15, 2022
Yingwei Li, Adams Wei Yu, Tianjian Meng, Ben Caine, Jiquan Ngiam, Daiyi Peng, Junyang Shen, Bo Wu, Yifeng Lu, Denny Zhou, Quoc V. Le, Alan Yuille, Mingxing Tan

* CVPR 2022. 1st rank 3D detection method on Waymo Challenge Leaderboard: https://waymo.com/open/challenges/entry/?timestamp=1647356360224524&challenge=DETECTION_3D&emailId=5451f123-a0ea 

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Transformer Quality in Linear Time


Feb 21, 2022
Weizhe Hua, Zihang Dai, Hanxiao Liu, Quoc V. Le


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Combined Scaling for Zero-shot Transfer Learning


Nov 19, 2021
Hieu Pham, Zihang Dai, Golnaz Ghiasi, Hanxiao Liu, Adams Wei Yu, Minh-Thang Luong, Mingxing Tan, Quoc V. Le


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BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition


Oct 01, 2021
Yu Zhang, Daniel S. Park, Wei Han, James Qin, Anmol Gulati, Joel Shor, Aren Jansen, Yuanzhong Xu, Yanping Huang, Shibo Wang, Zongwei Zhou, Bo Li, Min Ma, William Chan, Jiahui Yu, Yongqiang Wang, Liangliang Cao, Khe Chai Sim, Bhuvana Ramabhadran, Tara N. Sainath, Françoise Beaufays, Zhifeng Chen, Quoc V. Le, Chung-Cheng Chiu, Ruoming Pang, Yonghui Wu

* 14 pages, 7 figures, 13 tables; v2: minor corrections, reference baselines and bibliography updated 

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Primer: Searching for Efficient Transformers for Language Modeling


Sep 17, 2021
David R. So, Wojciech Mańke, Hanxiao Liu, Zihang Dai, Noam Shazeer, Quoc V. Le

* "Primer: Searching for Efficient Transformers for Language Modeling" initial preprint. 35 pages 

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STraTA: Self-Training with Task Augmentation for Better Few-shot Learning


Sep 13, 2021
Tu Vu, Minh-Thang Luong, Quoc V. Le, Grady Simon, Mohit Iyyer

* Accepted as a conference paper at EMNLP 2021, 17 pages, 3 figures, 11 tables 

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Finetuned Language Models Are Zero-Shot Learners


Sep 03, 2021
Jason Wei, Maarten Bosma, Vincent Y. Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M. Dai, Quoc V. Le


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Multi-Task Self-Training for Learning General Representations


Aug 25, 2021
Golnaz Ghiasi, Barret Zoph, Ekin D. Cubuk, Quoc V. Le, Tsung-Yi Lin

* ICCV 2021 

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CoAtNet: Marrying Convolution and Attention for All Data Sizes


Jun 09, 2021
Zihang Dai, Hanxiao Liu, Quoc V. Le, Mingxing Tan


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