Device Placement Optimization with Reinforcement Learning

Device Placement Optimization with Reinforcement Learning

13 June 2017

Azalia Mirhoseini

Mohammad Norouzi

Papers citing "Device Placement Optimization with Reinforcement Learning"

16 / 66 papers shown

Title
Reinforcement Learning Driven Heuristic Optimization Qingpeng Cai W. Hang Azalia Mirhoseini George Tucker Jingtao Wang Wei Wei 21 26 0 16 Jun 2019
HARK Side of Deep Learning -- From Grad Student Descent to Automated Machine Learning O. Gencoglu M. Gils E. Guldogan Chamin Morikawa Mehmet Süzen M. Gruber J. Leinonen H. Huttunen 11 36 0 16 Apr 2019
Improving Strong-Scaling of CNN Training by Exploiting Finer-Grained Parallelism Nikoli Dryden N. Maruyama Tom Benson Tim Moon M. Snir B. Van Essen 26 49 0 15 Mar 2019
Costless: Optimizing Cost of Serverless Computing through Function Fusion and Placement Tarek Elgamal Atul Sandur K. Nahrstedt Gul Agha 6 133 0 23 Nov 2018
AutoLoss: Learning Discrete Schedules for Alternate Optimization Haowen Xu Huatian Zhang Zhiting Hu Xiaodan Liang Ruslan Salakhutdinov Eric Xing 32 30 0 04 Oct 2018
Learning Scheduling Algorithms for Data Processing Clusters Hongzi Mao Malte Schwarzkopf S. Venkatakrishnan Zili Meng Mohammad Alizadeh OffRL 20 637 0 03 Oct 2018
Supporting Very Large Models using Automatic Dataflow Graph Partitioning Minjie Wang Chien-chin Huang Jinyang Li 46 154 0 24 Jul 2018
Beyond Data and Model Parallelism for Deep Neural Networks Zhihao Jia Matei A. Zaharia A. Aiken GNN AI4CE 38 498 0 14 Jul 2018
Variance Reduction for Reinforcement Learning in Input-Driven Environments Hongzi Mao S. Venkatakrishnan Malte Schwarzkopf Mohammad Alizadeh OffRL 41 95 0 06 Jul 2018
Learning to Search via Retrospective Imitation Jialin Song Ravi Lanka Albert Zhao Aadyot Bhatnagar Yisong Yue M. Ono OffRL 10 31 0 03 Apr 2018
Latency and Throughput Characterization of Convolutional Neural Networks for Mobile Computer Vision Jussi Hanhirova Teemu Kämäräinen S. Seppälä M. Siekkinen V. Hirvisalo Antti Ylä-Jääski 26 90 0 26 Mar 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 45 1,306 0 12 Mar 2018
Exploring Hidden Dimensions in Parallelizing Convolutional Neural Networks Zhihao Jia Sina Lin C. Qi A. Aiken 37 117 0 14 Feb 2018
Reinforcement Learning for Bandit Neural Machine Translation with Simulated Human Feedback Khanh Nguyen Hal Daumé Jordan L. Boyd-Graber 30 137 0 24 Jul 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 104 1,503 0 25 Jan 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 718 6,748 0 26 Sep 2016