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On the Parallelization of Monte-Carlo planning

Sylvain Gelly 1, 2 Jean-Baptiste Hoock 3 Arpad Rimmel 3 Olivier Teytaud 1, 2 Yann Kalemkarian 4
1 TANC - Algorithmic number theory for cryptology
Inria Saclay - Ile de France, LIX - Laboratoire d'informatique de l'École polytechnique [Palaiseau]
2 LRI - Laboratoire de Recherche en Informatique
3 TAO - Machine Learning and Optimisation
CNRS - Centre National de la Recherche Scientifique : UMR8623, Inria Saclay - Ile de France, UP11 - Université Paris-Sud - Paris 11, LRI - Laboratoire de Recherche en Informatique
4 Bull - Bull SAS
Abstract : We provide a parallelization with and without shared-memory for Bandit-Based Monte-Carlo Planning algorithms, applied to the game of Go. The resulting algorithm won the first non-blitz game against a professionnal human player in 9x9 Go.
keyword : Parallelization Monte-Carlo Planning Bandits
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https://hal.inria.fr/inria-00287867
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Submitted on : Friday, June 13, 2008 - 10:56:44 AM
Last modification on : Thursday, July 8, 2021 - 3:48:46 AM
Long-term archiving on: : Friday, May 28, 2010 - 10:19:42 PM

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  • HAL Id : inria-00287867, version 1

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CNRS | INRIA | INSMI | UMR8623 | INRIA2 | LRI-AO | X | LIX | X-LIX | TDS-MACS | X-DEP-INFO | EC-PARIS | UNIV-PARIS-SACLAY

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Sylvain Gelly, Jean-Baptiste Hoock, Arpad Rimmel, Olivier Teytaud, Yann Kalemkarian. On the Parallelization of Monte-Carlo planning. ICINCO, May 2008, Madeira, Portugal. ⟨inria-00287867⟩

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