Is the $\ell$-Diffie Hellman Inversion easy when g is known?
No.

The stated $l$-DHI problem is believed to remain hard when $g$ is known.

Actually, in the quoted page, it is assumed that $g$ is known throughout. This is obvious in particular in the sections on DLP and CDH.