I only camp during the fall/winter/spring. I wear a set of Helly Hansen Lifa baselayers. I always bring a set, that i only use for sleeping. Its essential that my clothes be dry, when i crawl into the bag.
If its cold, ie. around freezing, i wear some wool socks and a beanie. If its real cold...