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You Only Sample (Almost) Once: Linear Cost Self-Attention Via Bernoulli Sampling



Zhanpeng Zeng , Yunyang Xiong , Sathya N. Ravi , Shailesh Acharya , Glenn Fung , Vikas Singh

* Proceedings of the 38th ICML (2021) 

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Nyströmformer: A Nyström-Based Algorithm for Approximating Self-Attention



Yunyang Xiong , Zhanpeng Zeng , Rudrasis Chakraborty , Mingxing Tan , Glenn Fung , Yin Li , Vikas Singh

* AAAI 2021; Code and supplement available at https://github.com/mlpen/Nystromformer 

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MobileDets: Searching for Object Detection Architectures for Mobile Accelerators



Yunyang Xiong , Hanxiao Liu , Suyog Gupta , Berkin Akin , Gabriel Bender , Pieter-Jan Kindermans , Mingxing Tan , Vikas Singh , Bo Chen


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Resource Constrained Neural Network Architecture Search



Yunyang Xiong , Ronak Mehta , Vikas Singh


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ANTNets: Mobile Convolutional Neural Networks for Resource Efficient Image Classification



Yunyang Xiong , Hyunwoo J. Kim , Varsha Hedau


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Building Bayesian Neural Networks with Blocks: On Structure, Interpretability and Uncertainty



Hao Henry Zhou , Yunyang Xiong , Vikas Singh


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