What is the role of bias correction in Adam optimizer?

Bias correction adjusts moment estimates in Adam during early training steps.

Adam maintains exponential moving averages of gradients. At initialization, these estimates are biased toward zero. Bias correction compensates by scaling estimates using (1 - beta^t) factors.