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Neural Rate Control for Video Encoding using Imitation Learning



Hongzi Mao , Chenjie Gu , Miaosen Wang , Angie Chen , Nevena Lazic , Nir Levine , Derek Pang , Rene Claus , Marisabel Hechtman , Ching-Han Chiang , Cheng Chen , Jingning Han


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Real-world Video Adaptation with Reinforcement Learning



Hongzi Mao , Shannon Chen , Drew Dimmery , Shaun Singh , Drew Blaisdell , Yuandong Tian , Mohammad Alizadeh , Eytan Bakshy

* Reinforcement Learning for Real Life (RL4RealLife) Workshop in the 36th International Conference on Machine Learning, Long Beach, California, USA, 2019 

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Explaining Deep Learning-Based Networked Systems



Zili Meng , Minhu Wang , Mingwei Xu , Hongzi Mao , Jiasong Bai , Hongxin Hu

* 21 pages, 25 figures 

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Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning



Ravichandra Addanki , Shaileshh Bojja Venkatakrishnan , Shreyan Gupta , Hongzi Mao , Mohammad Alizadeh


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Learning Scheduling Algorithms for Data Processing Clusters



Hongzi Mao , Malte Schwarzkopf , Shaileshh Bojja Venkatakrishnan , Zili Meng , Mohammad Alizadeh


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Variance Reduction for Reinforcement Learning in Input-Driven Environments



Hongzi Mao , Shaileshh Bojja Venkatakrishnan , Malte Schwarzkopf , Mohammad Alizadeh


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