PeopleofSuperintelligence

Researcher

Peter J. Ramadge

Peter J. Ramadge is a researcher in machine learning and control whose work spans adaptive systems and studies of brain responses to language models. He coauthors an adaptive-control paper in 1980 and joins Princeton's faculty in 1984, where his scholarship focuses on signal processing and machine learning. He serves as chair of electrical engineering in 2007 and directs Princeton's Center for Statistics and Machine Learning in 2018; his later work includes a neural-network accelerator chip, generative models and methods that align brain responses with large language models. As of October 2026, he is Professor Emeritus in Princeton's Program in Applied and Computational Mathematics, with Electrical and Computer Engineering as his home department.

Works
193
Citations
15,273
h-index
44

Publication numbers from OpenAlex, as of 27 October 2026.

Timeline

  1. 1980–1981

    An adaptive control paper

    With Graham Goodwin and Peter Caines, he publishes ‘Discrete-time Multivariable Adaptive Control’ in June 1980; the three authors receive the IEEE CSS George S. Axelby Outstanding Paper Award in 1981.

  2. 1984

    Joining Princeton's faculty

    He joins Princeton's faculty in 1984, where his scholarship focuses on signal processing and machine learning.

  3. 1996

    An IEEE Fellowship

    The IEEE elevates him to Fellow in 1996 for contributions to adaptive control theory and control of discrete-event systems.

  4. February 2007

    Chair of electrical engineering

    In February 2007, he serves as chair of Princeton's electrical engineering department.

  5. 2018

    A neural-network accelerator chip

    With Naveen Verma and Hossein Valavi, he coauthors a chip that boosts neural-network performance and efficiency. In 2018, he is the Gordon Y.S. Wu Professor of Engineering and directs Princeton's Center for Statistics and Machine Learning.

  6. 2024

    Generative Marginalization Models

    In 2024, he coauthors Generative Marginalization Models, a family of generative models for high-dimensional discrete data.

  7. 2025

    A faculty service award

    He receives Princeton Engineering's SEAS Faculty Distinguished Service Award in 2025.

  8. November 2025

    Aligning brains and language models

    In November 2025, he coauthors the Nature Computational Science paper Aligning brains into a shared space improves their alignment with large language models. Using ECoG responses from eight participants, the study reports a 37% average improvement in language-model encoding accuracy.

  9. As of October 2026

    Professor Emeritus at Princeton

    As of October 2026, he is Professor Emeritus in Princeton's Program in Applied and Computational Mathematics, with a home department in Electrical and Computer Engineering.

Career

  1. NowPrinceton UniversityProfessor Emeritus, Program in Applied and Computational Mathematics
  2. NowPrinceton University
  3. From 1984Princeton UniversityFaculty member
  4. Princeton UniversityChair
  5. Princeton UniversityGordon Y.S. Wu Professor of Engineering
  6. Princeton UniversityDirector, Center for Statistics and Machine Learning

From the biography.

Checked career sources: engineering.princeton.edu, engineering.princeton.edu.

Colleagues

People with dated positions at the same organization in the same years.

Sources and credits

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  1. Graham Goodwin, Peter J. Ramadge, Peter Caines - 1981 recipient of IEEE CSS George S. Axelby Outstanding Paper Award ieeecss.org. Checked 27 October 2026.
  2. Engineering faculty recognized for excellence in teaching engineering.princeton.edu. Checked 27 October 2026.
  3. CSS IEEE Fellows Archive ieeecss.org. Checked 27 October 2026.
  4. Two faculty members elected to the National Academy of Engineering engineering.princeton.edu. Checked 27 October 2026.
  5. Chip ramps up artificial intelligence systems' performance engineering.princeton.edu. Checked 27 October 2026.
  6. Generative Marginalization Models proceedings.mlr.press. Checked 27 October 2026.
  7. Engineering faculty honored for outstanding teaching, service and mentorship engineering.princeton.edu. Checked 27 October 2026.
  8. Aligning brains into a shared space improves their alignment with large language models nature.com. Checked 27 October 2026.
  9. Peter J. Ramadge, Professor Emeritus pacm.princeton.edu. Checked 27 October 2026.