A quick question on confusion on some iterated integral in the text I am studying :
Defined in Special Functions by Roy :
How $\int_a^x \int_a^t f(t_1) dt_1 dt = \int_a^x (x-t) f(t) dt$ is true? Definition is only for $\int_a^x \int_a^t f(t_1) dt_1 dt$ and the equality is derived, I think?

For this small case, use more convenient notation: $\int_a^x \int_a^y f(z) dz dy$. There are now two ways to proceed to get this result. One is to integrate by parts in the outer integral. The other is to change the order of integration. To do the latter, note that you must have $y \geq z$, so the range of integration in the $dy$ integral for fixed $z$ is from $z$ to $x$. Meanwhile the largest possible value of $z$ will be $x$. So you have $\int_a^x \int_z^x f(z) dy dz$. So you can just do the inner integral now, obtaining $\int_a^x (x-z) f(z) dz$.
Related: https://en.wikipedia.org/wiki/Order_of_integration_(calculus)#Relation_to_integration_by_parts