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MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation



Alexandros Karargyris , Renato Umeton , Micah J. Sheller , Alejandro Aristizabal , Johnu George , Srini Bala , Daniel J. Beutel , Victor Bittorf , Akshay Chaudhari , Alexander Chowdhury , Cody Coleman , Bala Desinghu , Gregory Diamos , Debo Dutta , Diane Feddema , Grigori Fursin , Junyi Guo , Xinyuan Huang , David Kanter , Satyananda Kashyap , Nicholas Lane , Indranil Mallick , Pietro Mascagni , Virendra Mehta , Vivek Natarajan , Nikola Nikolov , Nicolas Padoy , Gennady Pekhimenko , Vijay Janapa Reddi , G Anthony Reina , Pablo Ribalta , Jacob Rosenthal , Abhishek Singh , Jayaraman J. Thiagarajan , Anna Wuest , Maria Xenochristou , Daguang Xu , Poonam Yadav , Michael Rosenthal , Massimo Loda , Jason M. Johnson , Peter Mattson


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Similarity Search for Efficient Active Learning and Search of Rare Concepts



Cody Coleman , Edward Chou , Sean Culatana , Peter Bailis , Alexander C. Berg , Roshan Sumbaly , Matei Zaharia , I. Zeki Yalniz


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MLPerf Inference Benchmark



Vijay Janapa Reddi , Christine Cheng , David Kanter , Peter Mattson , Guenther Schmuelling , Carole-Jean Wu , Brian Anderson , Maximilien Breughe , Mark Charlebois , William Chou , Ramesh Chukka , Cody Coleman , Sam Davis , Pan Deng , Greg Diamos , Jared Duke , Dave Fick , J. Scott Gardner , Itay Hubara , Sachin Idgunji , Thomas B. Jablin , Jeff Jiao , Tom St. John , Pankaj Kanwar , David Lee , Jeffery Liao , Anton Lokhmotov , Francisco Massa , Peng Meng , Paulius Micikevicius , Colin Osborne , Gennady Pekhimenko , Arun Tejusve Raghunath Rajan , Dilip Sequeira , Ashish Sirasao , Fei Sun , Hanlin Tang , Michael Thomson , Frank Wei , Ephrem Wu , Lingjie Xu , Koichi Yamada , Bing Yu , George Yuan , Aaron Zhong , Peizhao Zhang , Yuchen Zhou


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MLPerf Training Benchmark



Peter Mattson , Christine Cheng , Cody Coleman , Greg Diamos , Paulius Micikevicius , David Patterson , Hanlin Tang , Gu-Yeon Wei , Peter Bailis , Victor Bittorf , David Brooks , Dehao Chen , Debojyoti Dutta , Udit Gupta , Kim Hazelwood , Andrew Hock , Xinyuan Huang , Bill Jia , Daniel Kang , David Kanter , Naveen Kumar , Jeffery Liao , Guokai Ma , Deepak Narayanan , Tayo Oguntebi , Gennady Pekhimenko , Lillian Pentecost , Vijay Janapa Reddi , Taylor Robie , Tom St. John , Carole-Jean Wu , Lingjie Xu , Cliff Young , Matei Zaharia


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Selection Via Proxy: Efficient Data Selection For Deep Learning



Cody Coleman , Christopher Yeh , Stephen Mussmann , Baharan Mirzasoleiman , Peter Bailis , Percy Liang , Jure Leskovec , Matei Zaharia


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



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


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