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Peter Mattson

Founder, President and board member, MLCommons

  • Founder, President and board member, MLCommons1
  • Senior staff engineer, Google1

Peter Mattson founded and is President of MLCommons, the engineering consortium behind the MLPerf and AILuminate benchmarks, and founded and was General Chair of the MLPerf consortium that preceded it. Mattson is a senior staff engineer at Google whose research focuses on understanding machine learning models and data through quantitative metrics.1

At a glance

Current roles
Founder, President and board member +1 more
Companies
MLCommons, Google
Sector
Nonprofit
Education
Stanford, UW
Work listed
2
Sources cited
5
Profile reviewed

Career

Before MLCommons, Mattson founded the Programming Systems and Applications Group at NVIDIA Research, was vice president of software infrastructure at Stream Processors Inc., and was a managing engineer at Reservoir Labs.1

Mattson founded the MLPerf consortium and served as its General Chair, then founded MLCommons, which Mattson leads as President while working as a senior staff engineer at Google.1

Benchmarks

Mattson is first author of the 2019 MLPerf Training Benchmark paper, which set out rules and methods for measuring machine learning training performance across systems, and a co-author of the companion MLPerf Inference Benchmark paper.23

Mattson also co-authored MLCommons' work on AI safety evaluation: the v0.5 AI Safety Benchmark in April 2024 and AILuminate v1.0, a benchmark of AI risk and reliability, in February 2025.45

Work and contributions

  • MLPerf Published research

    Founding General Chair of the MLPerf consortium and first author of the 2019 MLPerf Training Benchmark paper; co-author of the MLPerf Inference Benchmark paper.123

  • AILuminate Published research

    Co-author of the MLCommons papers introducing the v0.5 AI Safety Benchmark in 2024 and AILuminate v1.0, its AI risk and reliability benchmark, in 2025.45

Timeline

  1. First-authored the MLPerf Training Benchmark paper.2
  2. Co-authored the MLPerf Inference Benchmark paper.3
  3. Co-authored the paper introducing v0.5 of the MLCommons AI Safety Benchmark.4
  4. Co-authored the paper introducing AILuminate v1.0, the MLCommons AI risk and reliability benchmark.5

Other documented roles

Roles the sources document that are not confirmed as current.

  • Founded the Programming Systems and Applications Group, NVIDIA Research1
  • Vice President of software infrastructure, Stream Processors Inc.1

Where they work

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References

5 sources · profile reviewed Oct 21, 2026 · data updated Oct 21, 2026

  1. MLCommons leadership teamMLCommons · Official page · accessed Oct 21, 2026 · reviewed Oct 21, 2026
  2. MLPerf Training Benchmark (arXiv 1910.01500)arXiv · Paper · published Oct 2, 2019 · accessed Oct 21, 2026 · reviewed Oct 21, 2026
  3. MLPerf Inference Benchmark (arXiv 1911.02549)arXiv · Paper · published Nov 6, 2019 · accessed Oct 21, 2026 · reviewed Oct 21, 2026
  4. Introducing v0.5 of the AI Safety Benchmark from MLCommons (arXiv 2404.12241)arXiv · Paper · published Apr 18, 2024 · accessed Oct 21, 2026 · reviewed Oct 21, 2026
  5. AILuminate: Introducing v1.0 of the AI Risk and Reliability Benchmark from MLCommons (arXiv 2503.05731)arXiv · Paper · published Feb 19, 2025 · accessed Oct 21, 2026 · reviewed Oct 21, 2026