Liu, Kangqiao

3 publications

ICML 2022 Power-Law Escape Rate of SGD Takashi Mori, Liu Ziyin, Kangqiao Liu, Masahito Ueda

ICLR 2022 Strength of Minibatch Noise in SGD Liu Ziyin, Kangqiao Liu, Takashi Mori, Masahito Ueda

ICML 2021 Noise and Fluctuation of Finite Learning Rate Stochastic Gradient Descent Kangqiao Liu, Liu Ziyin, Masahito Ueda