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Real-world Video Adaptation with Reinforcement Learning

Aug 28, 2020
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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Sat2Graph: Road Graph Extraction through Graph-Tensor Encoding

Jul 19, 2020
Songtao He, Favyen Bastani, Satvat Jagwani, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Mohamed M. Elshrif, Samuel Madden, Amin Sadeghi

* ECCV 2020 

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Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads

Jun 23, 2020
Jialin Ding, Vikram Nathan, Mohammad Alizadeh, Tim Kraska


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Real-Time Video Inference on Edge Devices via Adaptive Model Streaming

Jun 11, 2020
Mehrdad Khani, Pouya Hamadanian, Arash Nasr-Esfahany, Mohammad Alizadeh


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RoadTagger: Robust Road Attribute Inference with Graph Neural Networks

Dec 28, 2019
Songtao He, Favyen Bastani, Satvat Jagwani, Edward Park, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Samuel Madden, Mohammad Amin Sadeghi


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Learning Multi-dimensional Indexes

Dec 03, 2019
Vikram Nathan, Jialin Ding, Mohammad Alizadeh, Tim Kraska


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Inferring and Improving Street Maps with Data-Driven Automation

Nov 06, 2019
Favyen Bastani, Songtao He, Satvat Jagwani, Edward Park, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Sam Madden, Mohammad Amin Sadeghi


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Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning

Jun 20, 2019
Ravichandra Addanki, Shaileshh Bojja Venkatakrishnan, Shreyan Gupta, Hongzi Mao, Mohammad Alizadeh


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Machine-Assisted Map Editing

Jun 17, 2019
Favyen Bastani, Songtao He, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Sam Madden

* Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, pg 23-32, 2018 

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Adaptive Neural Signal Detection for Massive MIMO

Jun 11, 2019
Mehrdad Khani, Mohammad Alizadeh, Jakob Hoydis, Phil Fleming


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Learning Scheduling Algorithms for Data Processing Clusters

Oct 12, 2018
Hongzi Mao, Malte Schwarzkopf, Shaileshh Bojja Venkatakrishnan, Zili Meng, Mohammad Alizadeh


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Graph2Seq: Scalable Learning Dynamics for Graphs

Oct 09, 2018
Shaileshh Bojja Venkatakrishnan, Mohammad Alizadeh, Pramod Viswanath


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Variance Reduction for Reinforcement Learning in Input-Driven Environments

Oct 03, 2018
Hongzi Mao, Shaileshh Bojja Venkatakrishnan, Malte Schwarzkopf, Mohammad Alizadeh


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RoadTracer: Automatic Extraction of Road Networks from Aerial Images

Apr 26, 2018
Favyen Bastani, Songtao He, Sofiane Abbar, Mohammad Alizadeh, Hari Balakrishnan, Sanjay Chawla, Sam Madden, David DeWitt

* CVPR 2018 

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