1 citations · 1 across the 3 of their papers we have counts for
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Dynamic Resource Allocation for Ensemble Determinization MCTS
Jakub Kowalski, Adam Ciężkowski, Artur Krzyżyński +1
Simulation-based algorithms are especially suited for high-uncertainty environments such as adversarial board games with significant elements of randomness and hidden information.…
Generalized Proof-Number Monte-Carlo Tree Search
Jakub Kowalski, Dennis J. N. J. Soemers, Szymon Kosakowski +1
This paper presents Generalized Proof-Number Monte-Carlo Tree Search: a generalization of recently proposed combinations of Proof-Number Search (PNS) with Monte-Carlo Tree Search (…
Towards Explaining Monte-Carlo Tree Search by Using Its Enhancements
Jakub Kowalski, Mark H. M. Winands, Maksymilian Wiśniewski +2
Typically, research on Explainable Artificial Intelligence (XAI) focuses on black-box models within the context of a general policy in a known, specific domain. This paper advocate…