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ME-MCTS: Online Generalization by Combining Multiple Value Estimators

Hendrik Baier, Michael Kaisers
2021 Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence   unpublished
We propose Multiple Estimator Monte Carlo Tree Search (ME-MCTS), with a two-fold contribution: first, we introduce a formalization of online generalization that can represent existing techniques such as  ...  Second, we incorporate recent advances in estimator averaging that enable guiding search by combining the online action value estimates of any number of such abstractors or similar types of action value  ...  Acknowledgments This work is part of the project Flexible Assets Bid Across Markets (FABAM, project number TEUE117015), funded within the Dutch Topsector Energie / TKI Urban Energy by Rijksdienst voor  ... 
doi:10.24963/ijcai.2021/555 fatcat:gkof4yefevc7hhtv2l6uzjtg2i