Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  report on our reinforcement learning work on Cobot, a software agent that resides in the ll-known online chat community LambdaMOO. Our initial work on Cobot~\cite{cobotaaai} provided him with the ability to collect {\em social statistics\/} and report them to users in a reactive manner. Here  describe our application of reinforcement learning to allow Cobot to proactively take actions in this complex social environment, and adapt his behavior from multiple sources of human reward.  After 5 months of training, Cobot received 3171 reward and punishment events from 254 different Lambda\-MOO users, and learned nontrivial preferences for a number of users. Cobot modifies his behavior based on his current state in an attempt to maximize reward. Here  describe LambdaMOO and the state and action spaces of Cobot, and report the statistical results of the learning experiment.
['Charles Lee Isbell', 'Christian R. Shelton', 'Michael J. Kearns', 'Satinder P. Singh', 'Peter Stone']
I am writing a research paper on a idea A social reinforcement learning agent
[{"from": "human", "value": "I am writing a research paper on a idea A social reinforcement learning agent"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  report on our reinforcement learning work on Cobot, a software agent that resides in the ll-known online chat community LambdaMOO. Our initial work on Cobot~\\cite{cobotaaai} provided him with the ability to collect {\\em social statistics\\/} and report them to users in a reactive manner. Here  describe our application of reinforcement learning to allow Cobot to proactively take actions in this complex social environment, and adapt his behavior from multiple sources of human reward.  After 5 months of training, Cobot received 3171 reward and punishment events from 254 different Lambda\\-MOO users, and learned nontrivial preferences for a number of users. Cobot modifies his behavior based on his current state in an attempt to maximize reward. Here  describe LambdaMOO and the state and action spaces of Cobot, and report the statistical results of the learning experiment."}]