In the context of a neural nehmork suffering from underfitting, which of the following actions could be beneficial?

Option

$1)$ Training for more epochs

$2)$ Simplifying the model architecture

$3)$ Increasing the number of hidden layers or neurons

$4)$ Decreasing the learning rate