I didn't understand how the gradients are produced to honor this underflow behavior. Is that the reason why they use "ES" instead of symbolic (or probably they

I didn't understand how the gradients are produced to honor this underflow behavior. Is that the reason why they use "ES" instead of symbolic (or probably they meant automatic) differentiation?