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FrugalML: How to Use ML Prediction APIs More Accurately and Cheaply

Jun 12, 2020
Lingjiao Chen, Matei Zaharia, James Zou


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DRACO: Byzantine-resilient Distributed Training via Redundant Gradients

Jun 22, 2018
Lingjiao Chen, Hongyi Wang, Zachary Charles, Dimitris Papailiopoulos

* Accepted by ICML 2018 

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The Effect of Network Width on the Performance of Large-batch Training

Jun 11, 2018
Lingjiao Chen, Hongyi Wang, Jinman Zhao, Dimitris Papailiopoulos, Paraschos Koutris


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Reinforcing Adversarial Robustness using Model Confidence Induced by Adversarial Training

Jun 08, 2018
Xi Wu, Uyeong Jang, Jiefeng Chen, Lingjiao Chen, Somesh Jha

* To appear in ICML 2018 

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Model-based Pricing for Machine Learning in a Data Marketplace

May 26, 2018
Lingjiao Chen, Paraschos Koutris, Arun Kumar


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When Lempel-Ziv-Welch Meets Machine Learning: A Case Study of Accelerating Machine Learning using Coding

Mar 01, 2017
Fengan Li, Lingjiao Chen, Arun Kumar, Jeffrey F. Naughton, Jignesh M. Patel, Xi Wu


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