Before revision:  We leverage reinforcement learning (RL) to understand the semantics of protocol messages and to control the device to reach a given goal, while minimizing the number of interactions.
After revision:  We leverage reinforcement learning (RL) to understand the semantics of protocol messages and to take control of the device to reach a given goal, while minimizing the number of interactions.