Chris Cummins
RESEARCH ENGINEERS | MENLO PARK, UNITED STATES
Chris Cummins is a Research Engineer at Facebook’s AI Research. His research focuses on developing AI for compiler optimization and program analysis. Prior projects have included DeepTune, CLgen, DeepSmith, and ProGraML. Before joining Facebook Chris was a postdoc at the University of Edinburgh where he received Ph.D. and MSc degrees. He completed his MEng degree at Aston University. He is the recipient of best paper awards at CGO, PACT, and ISSTA, and received the Institute of Engineering and Technology Prize
Chris's Work
Chris's Publications
June 27, 2024
SYSTEMS RESEARCH
Meta Large Language Model Compiler: Foundation Models of Compiler Optimization
Chris Cummins, Volker Seeker, Dejan Grubisic, Baptiste Rozière, Jonas Gehring, Gabriel Synnaeve, Hugh Leather
June 27, 2024
July 26, 2023
SYSTEMS RESEARCH
Learning Compiler Pass Orders using Coreset and Normalized Value Prediction
Youwei Liang, Kevin Stone, Chris Cummins, Mostafa Elhoushi, Jiadong Guo, Pengtao Xie, Hugh Leather, Yuandong Tian
July 26, 2023
November 02, 2021
REINFORCEMENT LEARNING
CORE MACHINE LEARNING
Learning Search Space Partition for Path Planning
Kevin Yang, Tianjun Zhang, Chris Cummins, Brandon Cui, Benoit Steiner, Linnan Wang, Joseph E. Gonzalez, Dan Klein, Yuandong Tian
November 02, 2021
August 09, 2020
RESEARCH
ML APPLICATIONS
Machine Learning in Compilers: Past, Present and Future
Chris Cummins, Hugh Leather
August 09, 2020
Foundational models
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Foundational models
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