Multi-agent Pickup and Delivery (MAPD) is a challenging industrial problem where team of robots tasked with transporting set tasks, each from an initial location to specified target location. Appearing in the context automated warehouse logistics mail sortation, MAPD requires first deciding which robot assigned what task (i.e., Task Assignment or TA) followed by subsequent coordination must be ...