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

Hugh Leather, Baptiste Rozière, Chris Cummins, Dejan Grubisic, Gabriel Synnaeve, Jonas Gehring, Volker Seeker

June 27, 2024

July 26, 2023

SYSTEMS RESEARCH

Learning Compiler Pass Orders using Coreset and Normalized Value Prediction

Pengtao Xie, Kevin Stone, Chris Cummins, Hugh Leather, Jiadong Guo, Mostafa Elhoushi, Youwei Liang, Yuandong Tian

July 26, 2023

November 02, 2021

REINFORCEMENT LEARNING

CORE MACHINE LEARNING

Learning Search Space Partition for Path Planning

Kevin Yang, Linnan Wang, Joseph E. Gonzalez, Dan Klein, Yuandong Tian, Benoit Steiner, Brandon Cui, Chris Cummins, Tianjun Zhang

November 02, 2021

August 09, 2020

RESEARCH

ML APPLICATIONS

Machine Learning in Compilers: Past, Present and Future

Chris Cummins, Hugh Leather

August 09, 2020