Choose a short-barreled, lightweight, short-cartridge rifle (Or lever or single-shot). The ammo load will also be lighter.

"There's more to optics than meets the eye."--anon

"...most of us would be better off losing half a pound around the waist than half a pound on our rifle."--dhg