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Games often incorporate random elements in the form of dice or shuffled card decks. This randomness is a key contributor to the player experience and the variety of game situations encountered. There is a tension between a level of…

Artificial Intelligence · Computer Science 2025-03-05 James Goodman , Diego Perez-Liebana , Simon Lucas

Balancing an ever growing strategic game of high complexity, such as Hearthstone is a complex task. The target of making strategies diverse and customizable results in a delicate intricate system. Tuning over 2000 cards to generate the…

Artificial Intelligence · Computer Science 2019-07-04 Fernando de Mesentier Silva , Rodrigo Canaan , Scott Lee , Matthew C. Fontaine , Julian Togelius , Amy K. Hoover

The Hearthstone AI framework and competition motivates the development of artificial intelligence agents that can play collectible card games. A special feature of those games is the high variety of cards, which can be chosen by the players…

Artificial Intelligence · Computer Science 2019-06-12 Alexander Dockhorn , Sanaz Mostaghim

Games have benchmarked AI methods since the inception of the field, with classic board games such as Chess and Go recently leaving room for video games with related yet different sets of challenges. The set of AI problems associated with…

Artificial Intelligence · Computer Science 2019-07-16 Amy K. Hoover , Julian Togelius , Scott Lee , Fernando de Mesentier Silva

Quantitative measures of randomness in games are useful for game design and have implications for gambling law. We treat the outcome of a game as a random variable and derive a closed-form expression and estimator for the variance in the…

Other Statistics · Statistics 2020-09-11 Alex Cloud , Eric Laber

The paper aims to investigate the degree of cognitive skills required for success in online versions of the popular card game rummy and poker. The study focuses on analyzing the impact of experience and learnable skills on success in the…

Human-Computer Interaction · Computer Science 2023-08-30 Taranjit Kaur , Manas Pati Tripathi , Ashirbad Samantaray , Tapan K. Gandhi

The visual style of game elements considerably contributes to the overall experience. Aesthetics influence player appeal, while the abilities of game pieces define their in-game functionality. In this paper, we investigate how the visual…

Human-Computer Interaction · Computer Science 2025-06-24 Leonie Kallabis , Timo Bertram , Florian Rupp

We investigate the effect of randomness in both relationships and decisions on the evolution of cooperation. Simulation results show, in such randomness' presence, the system evolves to a more frequency cooperation state than in its…

Other Condensed Matter · Physics 2007-05-23 Jie Ren , Wen-Xu Wang , Feng Qi

We study an elementary two-player card game where in each round players compare cards and the holder of the smallest card wins. Using the rate equations approach, we treat the stochastic version of the game in which cards are drawn…

Adaptation and Self-Organizing Systems · Physics 2007-05-23 E. Ben-Naim , P. L. Krapivsky

Strategy card game is a well-known genre that is demanding on the intelligent game-play and can be an ideal test-bench for AI. Previous work combines an end-to-end policy function and an optimistic smooth fictitious play, which shows…

Machine Learning · Computer Science 2023-05-30 Changnan Xiao , Yongxin Zhang , Xuefeng Huang , Qinhan Huang , Jie Chen , Peng Sun

We present experimental results on the effects of using quantum or 'truly' random numbers, as opposed to pseudorandom numbers, in a system that exhibits computational creativity (given its ability to compose original chess problems). The…

Artificial Intelligence · Computer Science 2020-09-29 Azlan Iqbal

Stochastic games are a natural model for the synthesis of controllers confronted to adversarial and/or random actions. In particular, $\omega$-regular games of infinite length can represent reactive systems which are not expected to reach a…

Computer Science and Game Theory · Computer Science 2009-02-17 Florian Horn

We consider two-player zero-sum games on graphs. These games can be classified on the basis of the information of the players and on the mode of interaction between them. On the basis of information the classification is as follows: (a)…

Computer Science and Game Theory · Computer Science 2015-05-19 Krishnendu Chatterjee , Laurent Doyen , Hugo Gimbert , Thomas A. Henzinger

Video game designers often view confusion as undesirable, yet it is inevitable, as new players must adapt to new interfaces and mechanics in an increasingly varied and innovative game market, which is more popular than ever. Research…

Human-Computer Interaction · Computer Science 2025-09-05 Thomas Vase Schultz Volden , Oleg Jarma Montoya , Paolo Burelli , Marco Scirea

To keep card sorting with a lot of cards concise, a common strategy for gauging mental models involves presenting participants with fewer randomly selected cards instead of the full set. This is a decades-old practice, but its effects…

Human-Computer Interaction · Computer Science 2026-01-12 Eduard Kuric , Peter Demcak , Matus Krajcovic

In this paper, we investigate how randomness and uncertainty influence learning in games. Specifically, we examine a perturbed variant of the dynamics of "follow-the-regularized-leader" (FTRL), where the players' payoff observations and…

Computer Science and Game Theory · Computer Science 2025-06-17 Pierre-Louis Cauvin , Davide Legacci , Panayotis Mertikopoulos

In simple card games, cards are dealt one at a time and the player guesses each card sequentially. We study problems where feedback (e.g. correct/incorrect) is given after each guess. For decks with repeated values (as in blackjack where…

Probability · Mathematics 2021-07-20 Persi Diaconis , Ron Graham , Sam Spiro

Digital collectible card games are not only a growing part of the video game industry, but also an interesting research area for the field of computational intelligence. This game genre allows researchers to deal with hidden information,…

Neural and Evolutionary Computing · Computer Science 2024-10-28 Pablo García-Sánchez , Alberto Tonda , Antonio J. Fernández-Leiva , Carlos Cotta

The popularity of computer games is remarkably high and is still growing every year. Despite this popularity and the economical importance of gaming, research in game design, or to be more precise, of game mechanics that can be used to…

Human-Computer Interaction · Computer Science 2019-09-24 Philipp Moll , Veit Frick , Natascha Rauscher , Mathias Lux

Experimentation is a cornerstone of successful game development and live operations, enabling teams to optimize player engagement, retention, and monetization. This article provides a comprehensive guide to implementing experimentation in…

Human-Computer Interaction · Computer Science 2025-04-22 Julian Runge
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