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Enhancing Reinforcement Learning Through Guided Search
Jérôme Arjonilla, Abdallah Saffidine, Tristan Cazenave
With the aim of improving performance in Markov Decision Problem in an Off-Policy setting, we suggest taking inspiration from what is done in Offline Reinforcement Learning (RL). I…
Perfect Information Monte Carlo with Postponing Reasoning
Jérôme Arjonilla, Abdallah Saffidine, Tristan Cazenave
Imperfect information games, such as Bridge and Skat, present challenges due to state-space explosion and hidden information, posing formidable obstacles for search algorithms. Det…
Deep Reinforcement Learning for 5*5 Multiplayer Go
Brahim Driss, Jérôme Arjonilla, Hui Wang +2
In recent years, much progress has been made in computer Go and most of the results have been obtained thanks to search algorithms (Monte Carlo Tree Search) and Deep Reinforcement…