Consider a two$-$layered neural network $=(()(()))$

$.$ Let $=(())$

denote the hidden layer representation. $()$

and $()$

are arbitrary weights. Which of the following statement$($s$)$ is$/$are true? Note: $()$

denotes the gradient of $$

w$.$r$.$t $$

$.$