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