When to Commit and When to Defer: Maturing Markov Decision Processes under Refining Information and Expiring Opportunities

Sequential decisions often become better informed as action opportunities expire. We introduce Maturing Markov Decision Processes (MMDPs), a structured subclass of augmented finite-horizon Markov decision processes, for organizing when to commit and when to defer. The Expiring-Actions-First Principl