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Related papers: An Agent-based Approach to Automated Game Testing:…

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This short paper presents an architectural overview of an agent-based framework called iv4XR for automated testing that is currently under development by an H2020 project with the same name. The framework's intended main use case of is…

Software Engineering · Computer Science 2021-04-14 I. S. W. B. Prasetya , Samira Shirzadehhajimahmood , Saba Gholizadeh Ansari , Pedro Fernandes , Rui Prada

The complexity of computer games is ever increasing. In this setup, guiding an automated test algorithm to find a solution to solve a testing task in a game's huge interaction space is very challenging. Having a model of a system to…

Software Engineering · Computer Science 2022-11-15 Samira Shirzadehhajimahmood , I. S. W. B. Prasetya , Frank Dignum , Mehdi Dastani

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

The automation of functional testing in software has allowed developers to continuously check for negative impacts on functionality throughout the iterative phases of development. This is not the case for User eXperience (UX), which has…

Artificial Intelligence · Computer Science 2021-04-14 Pedro M. Fernandes , Manuel Lopes , Rui Prada

Computer 3D games are complex software environments that require novel testing processes to ensure high-quality standards. The Intelligent Verification/Validation for Extended Reality Based Systems (iv4XR) framework addresses this need by…

Software Engineering · Computer Science 2025-06-23 Fernando Pastor Ricós , Beatriz Marín , I. S. W. B. Prasetya , Tanja E. J. Vos , Joseph Davidson , Karel Hovorka

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

As the complexity and scope of games increase, game testing, also called playtesting, becomes an essential activity to ensure the quality of video games. Yet, the manual, ad-hoc nature of game testing leaves space for automation. In this…

Software Engineering · Computer Science 2023-04-19 Cristiano Politowski , Fabio Petrillo , Ghizlane ElBoussaidi , Gabriel C. Ullmann , Yann-Gaël Guéhéneuc

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

The game industry is challenged to cope with increasing growth in demand and game complexity while maintaining acceptable quality standards for released games. Classic approaches solely depending on human efforts for quality assurance and…

Artificial Intelligence · Computer Science 2023-11-14 Sherif Abdelfattah , Adrian Brown , Pushi Zhang

In this paper, we present a new methodology that employs tester agents to automate video game testing. We introduce two types of agents -synthetic and human-like- and two distinct approaches to create them. Our agents are derived from…

Artificial Intelligence · Computer Science 2019-06-04 Sinan Ariyurek , Aysu Betin-Can , Elif Surer

One of the main research areas in Artificial Intelligence is the coding of agents (programs) which are able to learn by themselves in any situation. This means that agents must be useful for purposes other than those they were created for,…

Artificial Intelligence · Computer Science 2011-02-04 Javier Insa-Cabrera , Jose Hernandez-Orallo

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

As AI technology advances, research in playing text-based games with agents has becomeprogressively popular. In this paper, a novel approach to agent design and agent learning ispresented with the context of reinforcement learning. A model…

Computation and Language · Computer Science 2025-09-04 Haonan Wang , Mingjia Zhao , Junfeng Sun , Wei Liu

Growth of software size, lack of resources to perform regression testing, and failure to detect bugs faster have seen increased reliance on continuous integration and test automation. Even with greater hardware and software resources…

Software Engineering · Computer Science 2018-02-13 Eduard Enoiu , Mirgita Frasheri

Text-based games(TBG) are complex environments which allow users or computer agents to make textual interactions and achieve game goals.In TBG agent design and training process, balancing the efficiency and performance of the agent models…

Computation and Language · Computer Science 2022-09-13 Chen Chen , Yue Dai , Josiah Poon , Caren Han

In this project, we designed an intelligent assistant player for the single-player game Space Invaders with the aim to provide a satisfying co-op experience. The agent behaviour was designed using reinforcement learning techniques and…

Artificial Intelligence · Computer Science 2021-05-10 Ajay Krishnan , Niranj Jyothish , Xun Jia

As modern games continue growing both in size and complexity, it has become more challenging to ensure that all the relevant content is tested and that any potential issue is properly identified and fixed. Attempting to maximize testing…

Machine Learning · Computer Science 2021-06-25 Camilo Gordillo , Joakim Bergdahl , Konrad Tollmar , Linus Gisslén

Player experience (PX) evaluation has become a field of interest in the game industry. Several manual PX techniques have been introduced to assist developers to understand and evaluate the experience of players in computer games. However,…

Software Engineering · Computer Science 2021-05-13 Saba Gholizadeh Ansari , I. S. W. B. Prasetya , Mehdi Dastani , Frank Dignum , Gabriele Keller

Virtual Reality (VR) has rapidly become a mainstream platform for gaming and interactive experiences, yet ensuring the quality, safety, and appropriateness of VR content remains a pressing challenge. Traditional human-based quality…

Machine Learning · Computer Science 2025-11-04 Yurun Wu , Yousong Sun , Burkhard Wunsche , Jia Wang , Elliott Wen

Recently testing of games via autonomous agents has shown great promise in tackling challenges faced by the game industry, which mainly relied on either manual testing or record/replay. In particular Reinforcement Learning (RL) solutions…

Software Engineering · Computer Science 2025-02-21 Raihana Ferdous , Fitsum Kifetew , Davide Prandi , Angelo Susi
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