It is usually better to read textbooks in an area before reading papers (particularly just-published one) in the area. Can anyone recommend a textbook that covers this material or material that would tend to help one understand this material?
I don't know of a textbook treatment, but Baumeister, Vohs, and Tice (2007) (pdf) is a brief review article by the leading proponents of the limited resource theory which summarizes the theory and the research that supports it.
Baumeister, R.F., Vohs, K.D., & Tice, D.M. (2007). The strength model of self-control. Current Directions in Psychological Science, 16, 351–355.
Stanford Report has a university public press release about a recent paper [subscription required] in Psychological Science. The paper is available for free from a website of one of the authors.
The gist is that they find evidence against the (currently fashionable) hypothesis that willpower is an expendable resource. Here is the leader:
(HT: Brashman, as posted on HackerNews.)