On the Convergence and Robustness of Batch Normalization

ICLR 2019 Yongqiang CaiQianxiao LiZuowei Shen

Despite its empirical success, the theoretical underpinnings of the stability, convergence and acceleration properties of batch normalization (BN) remain elusive. In this paper, we attack this problem from a modelling approach, where we perform thorough theoretical analysis on BN applied to simplified model: ordinary least squares (OLS)... (read more)

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