Before revision:  We use a neural network as the agent to predict the  advertisers' demands based on their profile and historical adoption behaviors.
After revision:  We use a neural network as the agent to predict the techniques from context bandit to jointly learn the advertisers' demands based on their profile and historical adoption behaviors.