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BaCO: A Fast and Portable Bayesian Compiler Optimization Framework


Dec 01, 2022
Erik Hellsten, Artur Souza, Johannes Lenfers, Rubens Lacouture, Olivia Hsu, Adel Ejjeh, Fredrik Kjolstad, Michel Steuwer, Kunle Olukotun, Luigi Nardi

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Efficient Memory Partitioning in Software Defined Hardware


Feb 02, 2022
Matthew Feldman, Tian Zhao, Kunle Olukotun

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Prior-guided Bayesian Optimization


Jun 25, 2020
Artur Souza, Luigi Nardi, Leonardo B. Oliveira, Kunle Olukotun, Marius Lindauer, Frank Hutter

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Taurus: An Intelligent Data Plane


Feb 12, 2020
Tushar Swamy, Alexander Rucker, Muhammad Shahbaz, Kunle Olukotun

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* 12 pages, 13 figures, and 6 tables 

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Serving Recurrent Neural Networks Efficiently with a Spatial Accelerator


Sep 26, 2019
Tian Zhao, Yaqi Zhang, Kunle Olukotun

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* Proceedings of the 2 nd SysML Conference, Palo Alto, CA, USA, 2019. Copyright 2019 by the author(s) 

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Polystore++: Accelerated Polystore System for Heterogeneous Workloads


May 24, 2019
Rekha Singhal, Nathan Zhang, Luigi Nardi, Muhammad Shahbaz, Kunle Olukotun

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* ICDCS 2019 
* 11 pages, Accepted in ICDCS 2019 

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DeepFreak: Learning Crystallography Diffraction Patterns with Automated Machine Learning


May 03, 2019
Artur Souza, Leonardo B. Oliveira, Sabine Hollatz, Matt Feldman, Kunle Olukotun, James M. Holton, Aina E. Cohen, Luigi Nardi

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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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Practical Design Space Exploration


Oct 11, 2018
Luigi Nardi, David Koeplinger, Kunle Olukotun

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Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark


Jun 04, 2018
Cody Coleman, Daniel Kang, Deepak Narayanan, Luigi Nardi, Tian Zhao, Jian Zhang, Peter Bailis, Kunle Olukotun, Chris Re, Matei Zaharia

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