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NAS-Bench-101: Towards Reproducible Neural Architecture Search



Chris Ying , Aaron Klein , Esteban Real , Eric Christiansen , Kevin Murphy , Frank Hutter


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Large-Batch Training for LSTM and Beyond



Yang You , Jonathan Hseu , Chris Ying , James Demmel , Kurt Keutzer , Cho-Jui Hsieh

* Preprint. Work in progress. We may update this draft recently 

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Image Classification at Supercomputer Scale



Chris Ying , Sameer Kumar , Dehao Chen , Tao Wang , Youlong Cheng

* Presented as part of Systems for ML Workshop @ NIPS 2018 

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Don't Decay the Learning Rate, Increase the Batch Size



Samuel L. Smith , Pieter-Jan Kindermans , Chris Ying , Quoc V. Le

* 11 pages, 8 figures. Published as a conference paper at ICLR 2018 

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Depth-Adaptive Computational Policies for Efficient Visual Tracking



Chris Ying , Katerina Fragkiadaki

* presented at EMMCVPR 2017 in Venice, Italy 

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