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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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Unnatural Language Processing: Bridging the Gap Between Synthetic and Natural Language Data


Apr 28, 2020
Alana Marzoev , Samuel Madden , M. Frans Kaashoek , Michael Cafarella , Jacob Andreas


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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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SysML: The New Frontier of Machine Learning Systems


May 01, 2019
Alexander Ratner , Dan Alistarh , Gustavo Alonso , David G. Andersen , Peter Bailis , Sarah Bird , Nicholas Carlini , Bryan Catanzaro , Jennifer Chayes , Eric Chung , Bill Dally , Jeff Dean , Inderjit S. Dhillon , Alexandros Dimakis , Pradeep Dubey , Charles Elkan , Grigori Fursin , Gregory R. Ganger , Lise Getoor , Phillip B. Gibbons , Garth A. Gibson , Joseph E. Gonzalez , Justin Gottschlich , Song Han , Kim Hazelwood , Furong Huang , Martin Jaggi , Kevin Jamieson , Michael I. Jordan , Gauri Joshi , Rania Khalaf , Jason Knight , Jakub Konečný , Tim Kraska , Arun Kumar , Anastasios Kyrillidis , Aparna Lakshmiratan , Jing Li , Samuel Madden , H. Brendan McMahan , Erik Meijer , Ioannis Mitliagkas , Rajat Monga , Derek Murray , Kunle Olukotun , Dimitris Papailiopoulos , Gennady Pekhimenko , Theodoros Rekatsinas , Afshin Rostamizadeh , Christopher Ré , Christopher De Sa , Hanie Sedghi , Siddhartha Sen , Virginia Smith , Alex Smola , Dawn Song , Evan Sparks , Ion Stoica , Vivienne Sze , Madeleine Udell , Joaquin Vanschoren , Shivaram Venkataraman , Rashmi Vinayak , Markus Weimer , Andrew Gordon Wilson , Eric Xing , Matei Zaharia , Ce Zhang , Ameet Talwalkar


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Smallify: Learning Network Size while Training


Jun 10, 2018
Guillaume Leclerc , Manasi Vartak , Raul Castro Fernandez , Tim Kraska , Samuel Madden

* 11 pages, 3 figures 

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Active Learning for Crowd-Sourced Databases


Dec 20, 2014
Barzan Mozafari , Purnamrita Sarkar , Michael J. Franklin , Michael I. Jordan , Samuel Madden

* A shorter version of this manuscript has been published in Proceedings of Very Large Data Bases 2015, entitled "Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning" 

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Using Program Synthesis for Social Recommendations


Aug 14, 2012
Alvin Cheung , Armando Solar-Lezama , Samuel Madden


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