And to make it more balanced, you could also punish them for exonerating someone later found guilty (with the available evicence at the first trial re-examined).

Just rough ideas, which might not work at all, but still, as it is judges have no skin in the game (not even their reputation, sometimes it's even the inverse: some judges purposefully give harsh senteces, e.g. to blacks to score political points they'll later exploit).