Which statement is CORRECT about activation functions in neural networks?

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

$$b$)$ Different activation function choices have no impact on the representation capacity of neural networks.

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

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