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In this paper, we study the effects of several Monte Carlo Tree Search (MCTS) modifications for video game testing. Although MCTS modifications are highly studied in game playing, their impacts on finding bugs are blank. We focused on bug…

Artificial Intelligence · Computer Science 2020-03-18 Sinan Ariyurek , Aysu Betin-Can , Elif Surer

The increasing complexity of gameplay mechanisms in modern video games is leading to the emergence of a wider range of ways to play games. The variety of possible play-styles needs to be anticipated by designers, through automated tests.…

Machine Learning · Computer Science 2022-12-01 Pierre Le Pelletier de Woillemont , Rémi Labory , Vincent Corruble

This paper describes a method for generative player modeling and its application to the automatic testing of game content using archetypal player models called procedural personas. Theoretically grounded in psychological decision theory,…

Artificial Intelligence · Computer Science 2018-02-21 Christoffer Holmgård , Michael Cerny Green , Antonios Liapis , Julian Togelius

Human-like agents are an increasingly important topic in games and beyond. Believable non-player characters enhance the gaming experience by improving immersion and providing entertainment. They also offer players the opportunity to engage…

Artificial Intelligence · Computer Science 2025-06-11 Maciej Swiechowski , Dominik Slezak

Using artificial intelligence (AI) to automatically test a game remains a critical challenge for the development of richer and more complex game worlds and for the advancement of AI at large. One of the most promising methods for achieving…

Artificial Intelligence · Computer Science 2022-09-02 Matthew Barthet , Ahmed Khalifa , Antonios Liapis , Georgios N. Yannakakis

Computer games are very challenging to handle for traditional automated testing algorithms. In this paper we will look at intelligent agents as a solution. Agents are suitable for testing games, since they are reactive and able to reason…

Playtesting is an essential step in the game design process. Game designers use the feedback from playtests to refine their designs. Game designers may employ procedural personas to automate the playtesting process. In this paper, we…

Artificial Intelligence · Computer Science 2022-04-07 Sinan Ariyurek , Elif Surer , Aysu Betin-Can

We present a new method of automatic critical mechanic discovery for video games using a combination of game description parsing and playtrace information. This method is applied to several games within the General Video Game Artificial…

Artificial Intelligence · Computer Science 2020-09-16 Michael Cerny Green , Ahmed Khalifa , Gabriella A. B. Barros , Tiago Machado , Julian Togelius

Classic evaluation methods of believable agents are time-consuming because they involve many human to judge agents. They are well suited to validate work on new believable behaviours models. However, during the implementation, numerous…

Artificial Intelligence · Computer Science 2010-09-03 Fabien Tencé , Cédric Buche

Matching tile games are an extremely popular game genre. Arguably the most popular iteration, Match-3 games, are simple to understand puzzle games, making them great benchmarks for research. In this paper, we propose developing different…

Artificial Intelligence · Computer Science 2019-07-16 Luvneesh Mugrai , Fernando de Mesentier Silva , Christoffer Holmgård , Julian Togelius

Modern video games pose significant challenges for traditional automated testing algorithms, yet intensive testing is crucial to ensure game quality. To address these challenges, researchers designed gaming agents using Reinforcement…

Software Engineering · Computer Science 2026-02-23 Yifei Chen , Sarra Habchi , Lili Wei

Different from what happens for most types of software systems, testing video games has largely remained a manual activity performed by human testers. This is mostly due to the continuous and intelligent user interaction video games…

Software Engineering · Computer Science 2022-01-19 Rosalia Tufano , Simone Scalabrino , Luca Pascarella , Emad Aghajani , Rocco Oliveto , Gabriele Bavota

Reinforcement learning has been widely successful in producing agents capable of playing games at a human level. However, this requires complex reward engineering, and the agent's resulting policy is often unpredictable. Going beyond…

Machine Learning · Computer Science 2023-08-16 William Ahlberg , Alessandro Sestini , Konrad Tollmar , Linus Gisslén

The diversity of agent behaviors is an important topic for the quality of video games and virtual environments in general. Offering the most compelling experience for users with different skills is a difficult task, and usually needs…

Artificial Intelligence · Computer Science 2019-09-11 Ciprian Paduraru , Miruna Paduraru

A playtest is the process in which human testers are recruited to play video games and to reveal software bugs. Manual testing is expensive and time-consuming, especially when there are many mobile games to test and every software version…

Software Engineering · Computer Science 2021-02-26 Yan Zhao , Weihao Zhang , Enyi Tang , Haipeng Cai , Xi Guo , Na Meng

Recent advancements in deep reinforcement learning have brought forth an impressive display of highly skilled artificial agents capable of complex intelligent behavior. In video games, these artificial agents are increasingly deployed as…

Machine Learning · Statistics 2022-03-14 Ian Colbert , Mehdi Saeedi

Recent advancements have expanded the role of Large Language Models in board games from playing agents to creative co-designers. However, a critical gap remains: current systems lack the capacity to offer constructive critique grounded in…

Human-Computer Interaction · Computer Science 2026-04-14 Zizhen Li , Chuanhao Li , Yibin Wang , Yukang Feng , Jianwen Sun , Jiaxin Ai , Fanrui Zhang , Mingzhu Sun , Yifei Huang , Kaipeng Zhang

The process of playtesting a game is subjective, expensive and incomplete. In this paper, we present a playtesting approach that explores the game space with automated agents and collects data to answer questions posed by the designers.…

Artificial Intelligence · Computer Science 2018-11-19 Fernando de Mesentier Silva , Igor Borovikov , John Kolen , Navid Aghdaie , Kazi Zaman

Most games have, or can be generalised to have, a number of parameters that may be varied in order to provide instances of games that lead to very different player experiences. The space of possible parameter settings can be seen as a…

Artificial Intelligence · Computer Science 2017-03-21 Jialin Liu , Julian Togelius , Diego Perez-Liebana , Simon M. Lucas

Automated testing of computer games is a challenging problem, especially when lengthy scenarios have to be tested. Automating such a scenario boils down to finding the right sequence of interactions given an abstract description of the…

Software Engineering · Computer Science 2024-05-21 Samira Shirzadeh-hajimahmood , I. S. W. B. Prasteya , Mehdi Dastani , Frank Dignum
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