Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Many reinforcement learning algorithms use trajectories collected from the execution of one or more policies to propose a new policy. Because execution of a bad policy can be costly or dangerous, techniques for evaluating the performance of the new policy without requiring its execution have been of recent interest in industry. Such off-policy evaluation methods, which estimate the performance of a policy using trajectories collected from the execution of other policies, heretofore have not provided confidences regarding the accuracy of their estimates.   propose an off-policy method for computing a lor confidence bound on the expected return of a policy.
['Philip S. Thomas', 'Georgios Theocharous', 'Mohammad Ghavamzadeh']
I am writing a research paper on a idea High confidence off-policy evaluation
[{"from": "human", "value": "I am writing a research paper on a idea High confidence off-policy evaluation"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Many reinforcement learning algorithms use trajectories collected from the execution of one or more policies to propose a new policy. Because execution of a bad policy can be costly or dangerous, techniques for evaluating the performance of the new policy without requiring its execution have been of recent interest in industry. Such off-policy evaluation methods, which estimate the performance of a policy using trajectories collected from the execution of other policies, heretofore have not provided confidences regarding the accuracy of their estimates.   propose an off-policy method for computing a lor confidence bound on the expected return of a policy."}]