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How I learned to stop worrying and love StopGrads: Stationarity, Convergence, and a case study on Flow Map Learning
A stopgrad regression principle characterizes stationary points of stopgrad objectives and proves convergence to true flow maps while halving training memory.
Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 11 of 20 reviewers recommend it
lenient 2/5
medium 7/10
strict 2/5