Adam under Generalized Smoothness with Second-Moment-Type Stochastic Gradients.

arXiv:2609.37787v2 Announce Type: replace Abstract: Adam is widely observed to remain stable even when the objective deviates significantly from global smoothness. Under the generalized smoothness framework, however, existing analyses rely on strong tail assum