Two recent papers in Philosophy Compass summarize the arguments for and against Bayesianism:
Easwaran, Bayesianism I: Introduction and Arguments in Favor
Easwaran, Bayesianism II: Applications and Criticisms
Philosophy Compass is a journal of review articles, my favorite reading material.
Kenny Easwaran got his PhD from UC Berkeley under formal epistemologist Brandon Fitelson, did a post-doc at ANU, and is now an assistant professor at USC.