FlexGrad: a root-free approach to adaptive step sizes

Pablo Barros, Aaron Defazio, Vincent Guigues

We introduce the FlexGrad optimizer, an adaptive gradient method that addresses a key limitation of classical AdaGrad-type methods: their inability to exploit correlations between…