M. Winands

Most-cited papers

Ludii - The Ludemic General Game System
Éric Piette, Dennis J. N. J. Soemers, Matthew Stephenson, C. F. Sironi +2 more
2019European Conference on Artificial Intelligence95 citations Open access
Semantic Scholar
Real-Time Monte Carlo Tree Search in Ms Pac-Man
Tom Pepels, M. Winands, Marc Lanctot
2014IEEE Transactions on Computational Intelligence and AI in Games91 citations Open access
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Algorithms for computing strategies in two-player simultaneous move games
B. Bošanský, V. Lisý, Marc Lanctot, Jiri Cermak +1 more
2016Artificial Intelligence52 citations Open access
Semantic Scholar
Enhancements for real-time Monte-Carlo Tree Search in General Video Game Playing
Dennis J. N. J. Soemers, C. F. Sironi, T. Schuster, M. Winands
2016IEEE Conference on Computational Intelligence and Games52 citations Open access
Semantic Scholar
Adapting to Concept Drift in Credit Card Transaction Data Streams Using Contextual Bandits and Decision Trees
Dennis J. N. J. Soemers, Tim Brys, K. Driessens, M. Winands +1 more
2018AAAI Conference on Artificial Intelligence42 citations Open access
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The 2016 Two-Player GVGAI Competition
Raluca D. Gaina, Adrien Couëtoux, Dennis J. N. J. Soemers, M. Winands +5 more
2018IEEE Transactions on Games38 citations Open access
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MCTS-Minimax Hybrids
Hendrik Baier, M. Winands
2015IEEE Transactions on Computational Intelligence and AI in Games31 citations
Semantic Scholar
Self-adaptive MCTS for General Video Game Playing
C. F. Sironi, Jialin Liu, Diego Pérez-Liébana, Raluca D. Gaina +3 more
2018EvoApplications29 citations Open access
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Self-Adaptive Monte Carlo Tree Search in General Game Playing
C. F. Sironi, Jialin Liu, M. Winands
2020IEEE Transactions on Games26 citations Open access
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Monte Carlo Tree Search as an intelligent search tool in structural design problems
Leonardo Rossi, M. Winands, C. Butenweg
2021Engineering computations24 citations Open access
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Comparison of rapid action value estimation variants for general game playing
C. F. Sironi, M. Winands
2016IEEE Conference on Computational Intelligence and Games18 citations
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MCTS-Minimax Hybrids with State Evaluations (Extended Abstract)
Hendrik Baier, M. Winands
2018International Joint Conference on Artificial Intelligence15 citations Open access
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Optimizing Propositional Networks
C. F. Sironi, M. Winands
2016CGW@IJCAI15 citations Open access
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On-Line Parameter Tuning for Monte-Carlo Tree Search in General Game Playing
C. F. Sironi, M. Winands
2017CGW@IJCAI14 citations Open access
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Monte-Carlo Tree Search in Board Games
M. Winands
201714 citations Open access
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Time Management for Monte Carlo Tree Search
Hendrik Baier, M. Winands
2016IEEE Transactions on Computational Intelligence and AI in Games13 citations
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Quantum Circuit Design using a Progressive Widening Enhanced Monte Carlo Tree Search
Vincenzo Lipardi, D. Dibenedetto, Georgios Stamoulis, M. Winands
2025Advanced Quantum Technologies12 citations Open access
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Conformal multistep-ahead multivariate time-series forecasting
Filip Schlembach, E. Smirnov, I. Koprinska, M. Winands
2025Machine-mediated learning11 citations Open access
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Foundations of Digital Archæoludology
C. Browne, Dennis J. N. J. Soemers, Éric Piette, Matthew Stephenson +14 more
2019arXiv.org9 citations
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Optimising Level Generators for General Video Game AI
Olve Drageset, M. Winands, Raluca D. Gaina, Diego Pérez-Liébana
20192019 IEEE Conference on Games (CoG)9 citations Open access
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Sequential Halving for Partially Observable Games
Tom Pepels, Tristan Cazenave, M. Winands
2015CGW/GIGA@IJCAI9 citations
Semantic Scholar
Self-Adaptive Rolling Horizon Evolutionary Algorithms for General Video Game Playing
Raluca D. Gaina, Diego Pérez-Liébana, S. Lucas, Chiara F. Sironi +1 more
20202020 IEEE Conference on Games (CoG)8 citations Open access
Semantic Scholar
Analysis of Self-Adaptive Monte Carlo Tree Search in General Video Game Playing
C. F. Sironi, M. Winands
2018IEEE Conference on Computational Intelligence and Games8 citations Open access
Semantic Scholar
Comparing Randomization Strategies for Search-Control Parameters in Monte-Carlo Tree Search
C. F. Sironi, M. Winands
20192019 IEEE Conference on Games (CoG)7 citations Open access
Semantic Scholar
Guest Editorial: Physics-Based Simulation Games
Jochen Renz, R. Miikkulainen, Nathan R Sturtevant, M. Winands
2016IEEE Trans. Comput. Intell. AI Games7 citations
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Hierarchical Task Network Plan Reuse for video games
Dennis J. N. J. Soemers, M. Winands
2016IEEE Conference on Computational Intelligence and Games6 citations
Semantic Scholar
Combining Monte-Carlo Tree Search with Proof-Number Search
Elliot Doe, M. Winands, Dennis J. N. J. Soemers, C. Browne
20222022 IEEE Conference on Games (CoG)5 citations Open access
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Implementing Propositional Networks on FPGA
Cezary Siwek, Jakub Kowalski, C. F. Sironi, M. Winands
2018Australasian Conference on Artificial Intelligence5 citations Open access
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Pushing the boundaries
M. Winands
2024New Scientist4 citations
Semantic Scholar
Towards Explainable Linguistic Summaries
C. Wrede, M. Winands, Evgueni Smirnov, Anna Wilbik
2023IEEE International Conference on Fuzzy Systems4 citations Open access
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2018 IEEE Conference on Computational Intelligence and Games (CIG 2018)
M. Winands
2019KI - Künstliche Intelligenz4 citations
Semantic Scholar
The Surakarta Bot Revealed
M. Winands
2015CGW/GIGA@IJCAI4 citations
Semantic Scholar
Towards a Characterisation of Monte-Carlo Tree Search Performance in Different Games
Dennis J. N. J. Soemers, Guillaume Bams, Max Persoon, Marco Rietjens +4 more
20242024 IEEE Conference on Games (CoG)3 citations Open access
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Explainable Search: An Exploratory Study in SameGame
C. F. Sironi, Anna Wilbik, M. Winands
20232023 IEEE Conference on Games (CoG)3 citations Open access
Semantic Scholar
Proof Number-Based Monte Carlo Tree Search
Elliot Doe, M. Winands, Jakub Kowalski, Dennis J. N. J. Soemers +2 more
2023IEEE Transactions on Games3 citations Open access
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StratFormer: Adaptive Opponent Modeling and Exploitation in Imperfect-Information Games
A. Caen, M. Winands, Dennis J. N. J. Soemers
2026arXiv.org2 citations
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Anytime Sequential Halving in Monte-Carlo Tree Search
Dominic Sagers, M. Winands, Dennis J. N. J. Soemers
2024Computers and Games2 citations
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Scheduling Single AGV in Blocking Flow-Shop with Identical Jobs
Erik Boom, Matúš Mihalák, F. Thuijsman, M. Winands
2024International Conference on Operations Research and Enterprise Systems2 citations Open access
Semantic Scholar
Split Moves for Monte-Carlo Tree Search
Jakub Kowalski, Maksymilian Mika, Wojciech Pawlik, Jakub Sutowicz +2 more
2021AAAI Conference on Artificial Intelligence2 citations Open access
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Analysis of the Impact of Randomization of Search-Control Parameters in Monte-Carlo Tree Search
C. F. Sironi, M. Winands
2021Journal of Artificial Intelligence Research2 citations Open access
Semantic Scholar
Service Selection using Predictive Models and Monte-Carlo Tree Search
Cliff Laschet, J. O. den Buijs, M. Winands, S. Pauws
2020arXiv.org2 citations
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Special Issue on Computer Aided Game and Puzzle Design
C. Browne, Antonios Liapis, M. Winands
2019ICGA Journal2 citations Open access
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A 1-bit quantum filter for particle trajectory reconstruction
Xenofon Chiotopoulos, D. Nicotra, G. Scriven, K. Driessens +4 more
2026Communications Physics1 citations Open access
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Magic-Informed Quantum Architecture Search
Vincenzo Lipardi, D. Dibenedetto, Georgios Stamoulis, M. Winands
2026arXiv.org1 citations
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TrackHHL: A Quantum Computing Algorithm for Track Reconstruction at the LHCb
Xenofon Chiotopoulos, Miriam Lucio Martinez, D. Nicotra, J. D. de Vries +3 more
2025EPJ Web of Conferences1 citations Open access
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Nonstabilizerness estimation using graph neural networks
Vincenzo Lipardi, D. Dibenedetto, Georgios Stamoulis, Evert P. L. van Nieuwenburg +1 more
2025Machine Learning: Science and Technology1 citations Open access
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Quantum Circuit Design using a Progressive Widening Monte Carlo Tree Search
Vincenzo Lipardi, D. Dibenedetto, Georgios Stamoulis, M. Winands
2025arXiv.org1 citations
Semantic Scholar
Dynamic Conformal Prediction for Multi-Target Regression: Optimising Informational Efficiency under Joint Validity
Filip Schlembach, Evgueni N. Smirnov, M. Winands
2025International Symposium on Conformal and Probabilistic Prediction with Applications1 citations
Semantic Scholar
Automating the static and seismic design of 2-D multistorey reinforced concrete structures by using Monte Carlo Tree Search and Genetic Algorithm
Leonardo Rossi, M. Winands
2025AI in Civil Engineering1 citations Open access
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Adaptive General Search Framework for Games and Beyond
C. F. Sironi, M. Winands
20212021 IEEE Conference on Games (CoG)1 citations Open access
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