Increasing Both Batch Size and Learning Rate Accelerates Stochastic Gradient Descent. - Hikaru Umeda; Hideaki Iiduka (Trans. Mach. Learn. Res., 2025)

Optimal Growth Schedules for Batch Size and Learning Rate in SGD that Reduce SFO Complexity. - Hikaru Umeda; Hideaki Iiduka (CoRR, 2025)

Adaptive Batch Size and Learning Rate Scheduler for Stochastic Gradient Descent Based on Minimization of Stochastic First-order Oracle Complexity. - Hikaru Umeda; Hideaki Iiduka (CoRR, 2025)