Thanks Pablito. I came across an answer which said that Uipath Robot has to be started as a service and not as an application.
I tried to check the services in the VM but there is no UiRobotSvc in the services to start. So, I tried to run it manually by clicking in UiRobot.exe
However, I still cannot see the service running. Anything that I might be doing wrong?