Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  introduce a rich class of graphical models for multi-armed bandit problems that permit both the state or context space and the action space to be very large, yet succinctly specify the payoffs for any context-action pair. Our main result is an algorithm for such models whose regret is bounded by the number of parameters and whose running time depends only on the treewidth of the graph substructure induced by the action space.
['Kareem Amin', 'Michael J. Kearns', 'Umar Syed']
I am writing a research paper on a idea Graphical Models for Bandit Problems
[{"from": "human", "value": "I am writing a research paper on a idea Graphical Models for Bandit Problems"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  introduce a rich class of graphical models for multi-armed bandit problems that permit both the state or context space and the action space to be very large, yet succinctly specify the payoffs for any context-action pair. Our main result is an algorithm for such models whose regret is bounded by the number of parameters and whose running time depends only on the treewidth of the graph substructure induced by the action space."}]