Researcher

Barret Zoph

Barret Zoph is a researcher whose shared work concerns neural network design, training methods, and sparse expert models. With Quoc Le, he introduced neural architecture search, which uses learning to propose model structures. Later papers studied transferring searched designs, sharing parameters to reduce search cost, and self-training for visual tasks. With William Fedus and Noam Shazeer, he introduced Switch Transformers, then led the ST-MoE author list. OpenAI credited him with a training role in reinforcement learning and alignment for GPT-4. Thinking Machines Lab named him chief technology officer in 2025.

Works
58

Publication numbers from OpenAlex, as of 14 October 2026. Citations and h-index are hidden because this OpenAlex record may be incomplete or mix in other authors.

Photo of Barret Zoph

Timeline

  1. 2016

    Searching for a network design

    Zoph and Le introduced neural architecture search in 2016.

  2. 2017

    Transferring a learned design

    Zoph co-authored NASNet’s transferable architecture research in 2017.

  3. 2018

    Reducing the search cost

    Zoph co-authored efficient architecture search in 2018.

  4. 2021

    Switch Transformers

    Zoph, Fedus, and Shazeer introduced Switch Transformers in 2021.

  5. 2022

    Stable expert models

    Zoph was first author of ST-MoE in 2022.

  6. 2025

    Thinking Machines Lab CTO

    Thinking Machines Lab named Zoph chief technology officer in 2025.

Sources and credits

Photo: Barret Zoph; image supplied by Stanford HAI. License: Not stated by source. Source: hai.stanford.edu. Cropped to a square and resized. Ask us to remove or replace this photo.

  1. Neural Architecture Search with Reinforcement Learning arxiv.org. Checked 11 October 2026.
  2. Learning Transferable Architectures for Scalable Image Recognition arxiv.org. Checked 11 October 2026.
  3. Efficient Neural Architecture Search via Parameter Sharing arxiv.org. Checked 11 October 2026.
  4. Rethinking Pre-training and Self-training arxiv.org. Checked 11 October 2026.
  5. Switch Transformers arxiv.org. Checked 11 October 2026.
  6. ST-MoE: Designing Stable and Transferable Sparse Expert Models arxiv.org. Checked 11 October 2026.
  7. GPT-4 contributions openai.com. Checked 11 October 2026.
  8. Thinking Machines Lab: 2025 indexed team listing thinkingmachines.ai. Checked 11 October 2026.