A question bout mini-batch size

Hi, thank you for sharing you work. I have a question about  the parameters setting. Durding training, you set the mini-batch size to 1 and the number of iterations to 6e5. Is there any theory or experiment that proves that such a setting is better than a large mini-batch size and a small number of iterations?