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Gradient descent with adaptive stepsize converges (nearly) linearly under fourth-order growth

Published Online: 2025-10-22

Authors

Davis, Damek

Drusvyatskiy, Dmitriy

Jiang, Liwei https://orcid.org/0009-0007-2903-2427
Funding

Funding for this research was provided by:

Alfred P. Sloan Foundation (Sloan Fellowship)

National Science Foundation (DMS-2047637, DMS-2306322, CCF-1740551)

Air Force Research Laboratory (FA9550-24-1-0092)
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Text and Data Mining valid from 2025-10-22

Version of Record valid from 2025-10-22
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Article History

Received: 12 November 2024

Accepted: 29 September 2025

First Online: 22 October 2025

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