Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Many open problems involve the search for a mapping that is used by an algorithm solving an MDP. Useful mappings are often from the state set to some other set. Examples include representation discovery (a mapping to a feature space) and skill discovery (a mapping to skill termination probabilities). Different mappings result in algorithms achieving varying expected returns.   present a novel approach to the search for any mapping used by any algorithm attempting to solve an MDP, for that which results in maximum expected return.
['Philip S. Thomas', 'Andrew G. Barto']
I am writing a research paper on a idea Conjugate Markov Decision Processes
[{"from": "human", "value": "I am writing a research paper on a idea Conjugate Markov Decision Processes"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Many open problems involve the search for a mapping that is used by an algorithm solving an MDP. Useful mappings are often from the state set to some other set. Examples include representation discovery (a mapping to a feature space) and skill discovery (a mapping to skill termination probabilities). Different mappings result in algorithms achieving varying expected returns.   present a novel approach to the search for any mapping used by any algorithm attempting to solve an MDP, for that which results in maximum expected return."}]