Abstract: Provided is a learning system 10 for an operation inference learning model 70 for controlling an automatic driving robot 4, the learning system 10 training the operation inference learning model 70 by reinforcement learning, and comprising the operation inference learning model 70, which infers operations of a vehicle 2 for making the vehicle 2 run in accordance with a defined command vehicle speed based on a running state of the vehicle 2 including a vehicle speed, and the automatic driving robot 4, which is installed in the vehicle 2 and which makes the vehicle 2 run based on the operations.