RLocator: Reinforcement Learning for Bug Localization

Abstract

Software developers spend a significant portion of time fixing bugs. We propose RLocator, a Reinforcement Learning-based bug localization approach that directly optimizes ranking metrics using a Markov Decision Process formulation.