Robert M. Gower

Robert M. Gower

Research Scientist, Flatiron Institute

I am a Research Scientist in the Center for Computational Mathematics at the Flatiron Institute in New York City.

Optimization /Machine learning

My current work sits between optimization theory and machine-learning practice, with a particular taste for simple algorithms that exploit some structure. In order, I have been obsessed with Adam, Polyak stepsizes, Muon and non-Euclidean gradient descent work.

I have also worked on variational inference, randomized numerical linear algebra, automatic differentiation, and quasi-Newton methods.

Updates

Recent News

  1. Next talk: SIAM Conference on Optimization (OP26), June 2-5, 2026.
  2. The Polar Express received the ICLR 2026 Outstanding Paper Honorable Mention and was presented as an oral.
  3. In Search of Adam's Secret Sauce was an oral presentation at NeurIPS 2025.

People

People & Mentoring

Tetiana ParshakovaFlatiron Fellow, 2025-

Noah AmselGuest researcher, 2025

Michael CrawshawIntern, 2025→ Flatiron Fellow, 2026

David PerssonFlatiron Fellow, 2024-

Aaron MishkinIntern, 2023→ Postdoc, EPFL

Slavomír HanzelyIntern, 2022→ Researcher, CISPA

Fabian SchaippGuest researcher, 2022 & 2023

Si Yi Meng (Cathy)Intern, 2022 and 2023

Rui YuanPhD student, 2019-2023→ AI Research Scientist, Stellantis

Nidham GazagnadouPhD student, 2018-2021→ Research Scientist, Sony AI

Samy JelassiIntern, 2017→ PhD, Princeton

Bibliography powered

Papers

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Recorded

Talks

In Search of Adam's Secret Sauce

NeurIPS 2025 Oral

Watch

Unpublished

Notes

BibTeX