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Rethinking Pre-training and Self-training

Jun 11, 2020
Barret Zoph, Golnaz Ghiasi, Tsung-Yi Lin, Yin Cui, Hanxiao Liu, Ekin D. Cubuk, Quoc V. Le


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MobileDets: Searching for Object Detection Architectures for Mobile Accelerators

Apr 30, 2020
Yunyang Xiong, Hanxiao Liu, Suyog Gupta, Berkin Akin, Gabriel Bender, Pieter-Jan Kindermans, Mingxing Tan, Vikas Singh, Bo Chen


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Evolving Normalization-Activation Layers

Apr 28, 2020
Hanxiao Liu, Andrew Brock, Karen Simonyan, Quoc V. Le


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BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models

Mar 24, 2020
Jiahui Yu, Pengchong Jin, Hanxiao Liu, Gabriel Bender, Pieter-Jan Kindermans, Mingxing Tan, Thomas Huang, Xiaodan Song, Ruoming Pang, Quoc Le

* Technical report 

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MnasFPN: Learning Latency-aware Pyramid Architecture for Object Detection on Mobile Devices

Dec 02, 2019
Bo Chen, Golnaz Ghiasi, Hanxiao Liu, Tsung-Yi Lin, Dmitry Kalenichenko, Hartwig Adams, Quoc V. Le

* 10 pages, 7 figures 

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Neural Predictor for Neural Architecture Search

Dec 02, 2019
Wei Wen, Hanxiao Liu, Hai Li, Yiran Chen, Gabriel Bender, Pieter-Jan Kindermans


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GDP: Generalized Device Placement for Dataflow Graphs

Sep 28, 2019
Yanqi Zhou, Sudip Roy, Amirali Abdolrashidi, Daniel Wong, Peter C. Ma, Qiumin Xu, Ming Zhong, Hanxiao Liu, Anna Goldie, Azalia Mirhoseini, James Laudon


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DARTS: Differentiable Architecture Search

Jun 24, 2018
Hanxiao Liu, Karen Simonyan, Yiming Yang


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Learning Depthwise Graph Convolution from Data Manifold

May 23, 2018
Guokun Lai, Hanxiao Liu, Yiming Yang


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Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks

Apr 18, 2018
Guokun Lai, Wei-Cheng Chang, Yiming Yang, Hanxiao Liu

* Accepted by SIGIR 2018 

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Hierarchical Representations for Efficient Architecture Search

Feb 22, 2018
Hanxiao Liu, Karen Simonyan, Oriol Vinyals, Chrisantha Fernando, Koray Kavukcuoglu

* Accepted as a conference paper at ICLR 2018 

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Analogical Inference for Multi-Relational Embeddings

Jul 06, 2017
Hanxiao Liu, Yuexin Wu, Yiming Yang


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Gated-Attention Readers for Text Comprehension

Apr 21, 2017
Bhuwan Dhingra, Hanxiao Liu, Zhilin Yang, William W. Cohen, Ruslan Salakhutdinov

* Accepted at ACL 2017 

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A Comparative Study of Word Embeddings for Reading Comprehension

Mar 02, 2017
Bhuwan Dhingra, Hanxiao Liu, Ruslan Salakhutdinov, William W. Cohen


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Cross-Graph Learning of Multi-Relational Associations

May 06, 2016
Hanxiao Liu, Yiming Yang


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