We study online task assignment problem with reusable resources, motivated by practical applications such as ridesharing, crowdsourcing and job hiring. In the problem, we are given a set of offline vertices (agents), and, at each time, an vertex (task) arrives randomly according to known time-dependent distribution. Upon arrival, assign agents immediately irrevocably. The goal is maximize expec...