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researcher

M. Winands

26 papers hereh-index 293.1k citations211 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author8
  • last author16

Across the 24 of 26 papers where every author was matched, so the position is known.

fields
  • cs.AI15
  • quant-ph7
  • cs.GT2
  • cs.LG1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20132026
most citedEnhancements for Real-Time Monte-Carlo Tree Search in General Video Game Playing

43 citations · 103 across the 26 of their papers we have counts for

collaborators
Showing 2024 · cs.LGShow all

1 paper · 2 filters

cs.LG2024★ 1 cited

Anytime Sequential Halving in Monte-Carlo Tree Search

Dominic Sagers, Mark H. M. Winands, Dennis J. N. J. Soemers

Monte-Carlo Tree Search (MCTS) typically uses multi-armed bandit (MAB) strategies designed to minimize cumulative regret, such as UCB1, as its selection strategy. However, in the r…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.