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Reinforcement Learning in Time-Varying Systems: an Empirical Study



Pouya Hamadanian , Malte Schwarzkopf , Siddartha Sen , Mohammad Alizadeh


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CausalSim: Toward a Causal Data-Driven Simulator for Network Protocols



Abdullah Alomar , Pouya Hamadanian , Arash Nasr-Esfahany , Anish Agarwal , Mohammad Alizadeh , Devavrat Shah


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Efficient Strong Scaling Through Burst Parallel Training



Seo Jin Park , Joshua Fried , Sunghyun Kim , Mohammad Alizadeh , Adam Belay


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Updating Street Maps using Changes Detected in Satellite Imagery



Favyen Bastani , Songtao He , Satvat Jagwani , Mohammad Alizadeh , Hari Balakrishnan , Sanjay Chawla , Sam Madden , Mohammad Amin Sadeghi

* SIGSPATIAL 2021 

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Throughput-Fairness Tradeoffs in Mobility Platforms



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



Mehrdad Khani , Vibhaalakshmi Sivaraman , Mohammad Alizadeh


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TagMe: GPS-Assisted Automatic Object Annotation in Videos



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



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



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



Jialin Ding , Vikram Nathan , Mohammad Alizadeh , Tim Kraska


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