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Throughput-Fairness Tradeoffs in Mobility Platforms


May 25, 2021
Arjun Balasingam, Karthik Gopalakrishnan, Radhika Mittal, Venkat Arun, Ahmed Saeed, Mohammad Alizadeh, Hamsa Balakrishnan, Hari Balakrishnan

* Technical report for paper to appear at ACM MobiSys 2021 

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Efficient Video Compression via Content-Adaptive Super-Resolution


Apr 06, 2021
Mehrdad Khani, Vibhaalakshmi Sivaraman, Mohammad Alizadeh


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TagMe: GPS-Assisted Automatic Object Annotation in Videos


Mar 24, 2021
Songtao He, Favyen Bastani, Mohammad Alizadeh, Hari Balakrishnan, Michael Cafarella, Tim Kraska, Sam Madden

* https://people.csail.mit.edu/songtao/tagme.html 

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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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