First-order methods almost always avoid saddle points: The case of vanishing step-sizes

Ioannis Panageas, Georgios Piliouras, Xiao Wang

Feb-12-2026, 00:11:36 GMT–Neural Information Processing Systems

Neural Information Processing Systems http://nips.cc/

converge, saddle point, theorem, (13 more...)

Neural Information Processing Systems

Feb-12-2026, 00:11:36 GMT

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First-order methods almost always avoid saddle points: The case of vanishing step-sizes

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