Journal JMLR 25(48) Bandits and online learning

Stability and Generalization in Online Stochastic Gradient Methods

Maya Singh, Leila Aydın · OOAARG · Department of Computer Science

A unified stability framework that recovers and tightens generalization bounds for SGD under online and i.i.d. settings.