Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: While intrinsically motivated learning agents hold considerable promise to overcome limitations of more supervised learning systems, quantitative evaluation and theoretical analysis of such agents are difficult.  propose to consider a restricted setting for autonomous learning where systematic evaluation of learning performance is possible. In this setting the agent needs to learn to navigate in a Markov Decision Process where extrinsic rewards are not present or are ignored.  present a learning algorithm for this scenario and evaluate it by the amount of exploration it uses to learn the environment.
['Shiau Hong Lim', 'Peter Auer']
I am writing a research paper on a idea Autonomous Exploration For Navigating In MDPs
[{"from": "human", "value": "I am writing a research paper on a idea Autonomous Exploration For Navigating In MDPs"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: While intrinsically motivated learning agents hold considerable promise to overcome limitations of more supervised learning systems, quantitative evaluation and theoretical analysis of such agents are difficult.  propose to consider a restricted setting for autonomous learning where systematic evaluation of learning performance is possible. In this setting the agent needs to learn to navigate in a Markov Decision Process where extrinsic rewards are not present or are ignored.  present a learning algorithm for this scenario and evaluate it by the amount of exploration it uses to learn the environment."}]