Which statement is CORRECT about activation functions in neural networks?

A$.$ In neural networks, activation functions must be non$-$linear.

B$.$ Di

erent activation function choices have no impact on the representation capacity of neural networks.

C$.$ Activation functions help neural networks use important information while suppressing the irrelevant information.

D$.$ All layers in a neural network must use the same activation function.