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.