AINeutralarXiv – CS AI · 7h ago6/10
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A Rod Flow Model for Adam at the Edge of Stability
Researchers extend rod flow modeling to Adam and other adaptive gradient methods, enabling more accurate continuous-time analysis of optimizer behavior at the edge of stability. This advancement bridges a gap in theoretical understanding of momentum-based optimization algorithms critical to modern deep learning.