Which of the following is FALSE about Hidden Layers in Neural Networks?

Group of answer choices

It is more efficient to have a deeper neural network with fewer neurons per layer than a shallow network with more neurons per layer.

Activation functions serve the same purpose in hidden layers and in the output layer.

More hidden layers may not always lead to higher accuracy.

Abstract representation of the training data is stored in hidden layers