Going higher can help too.
Yep. One particular day the top of the haze was 4000', above which it was perfectly clear and the top of the haze layer gave a nice horizon
. (Being able to find the destination airfield, one I hadn't visited before, peering down through nearly a mile of crud, was another matter however
.)