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Achieving Directional-Stationarity from a Single Random Direction Step

Augmenting base methods with one random direction step achieves almost-sure d-stationarity in nonsmooth nonconvex optimization without affecting convergence rates.

Dan Greenstein, Nadav Hallak

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 7 of 20 reviewers recommend it
lenient 1/5
medium 4/10
strict 2/5