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Existing game AI research mainly focuses on enhancing agents' abilities to win games, but this does not inherently make humans have a better experience when collaborating with these agents. For example, agents may dominate the collaboration…

Human-Computer Interaction · Computer Science 2024-01-31 Yiming Gao , Feiyu Liu , Liang Wang , Zhenjie Lian , Dehua Zheng , Weixuan Wang , Wenjin Yang , Siqin Li , Xianliang Wang , Wenhui Chen , Jing Dai , Qiang Fu , Wei Yang , Lanxiao Huang , Wei Liu

As the complexity and scope of game development increase, playtesting remains an essential activity to ensure the quality of video games. Yet, the manual, ad-hoc nature of playtesting gives space to improvements in the process. In this…

Software Engineering · Computer Science 2022-03-14 Cristiano Politowski , Yann-Gaël Guéhéneuc , Fabio Petrillo

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

The discovery of Behavior Trees (BTs) impacted the field of Artificial Intelligence (AI) in games, by providing flexible and natural representation of non-player characters (NPCs) logic, manageable by game-designers. Nevertheless, increased…

Artificial Intelligence · Computer Science 2021-11-25 Andrzej Kozik , Tomasz Machalewski , Mariusz Marek , Adrian Ochmann

Serious Games (SGs) are nowadays shifting focus to include procedural content generation (PCG) in the development process as a means of offering personalized and enhanced player experience. However, the development of a framework to assess…

Vision-language models (VLMs) have shown impressive capabilities in perceptual tasks, yet they degrade in complex multi-hop reasoning under multiplayer game settings with imperfect and deceptive information. In this paper, we study a…

Artificial Intelligence · Computer Science 2026-04-14 Keyang Zhong , Junlin Xie , Hefeng Wu , Haofeng Li , Guanbin Li

This paper presents a novel approach to automated playtesting for the prediction of human player behavior and experience. It has previously been demonstrated that Deep Reinforcement Learning (DRL) game-playing agents can predict both game…

Artificial Intelligence · Computer Science 2021-07-27 Shaghayegh Roohi , Christian Guckelsberger , Asko Relas , Henri Heiskanen , Jari Takatalo , Perttu Hämäläinen

General Video Game Playing (GVGP) aims at designing an agent that is capable of playing multiple video games with no human intervention. In 2014, The General Video Game AI (GVGAI) competition framework was created and released with the…

Artificial Intelligence · Computer Science 2019-02-25 Diego Perez-Liebana , Jialin Liu , Ahmed Khalifa , Raluca D. Gaina , Julian Togelius , Simon M. Lucas

LLM-based game generation promises to turn natural-language specifications into executable games, but progress is limited by the lack of reliable automated verification. Unlike conventional code generation, game correctness is defined over…

Machine Learning · Computer Science 2026-05-11 Chaobo Jia , Ruipeng Wan , Ting Sun , Weihao Tan , Borui Wan , Yuxuan Tong , Guangming Sheng , Hong Xu

Game design hinges on understanding how static rules and content translate into dynamic player behavior - something modern generative systems that inspect only a game's code or assets struggle to capture. We present an automated design…

Artificial Intelligence · Computer Science 2025-07-18 Alex Zook , Josef Spjut , Jonathan Tremblay

In this article, we present a new machine learning model by imitation based on the linguistic description of complex phenomena. The idea consists of, first, capturing the behaviour of human players by creating a computational perception…

Machine Learning · Computer Science 2021-01-08 Clemente Rubio-Manzano , Tomas Lermanda , CLaudia Martinez , Alejandra Segura , Christian Vidal

The balancing process for game levels in competitive two-player contexts involves a lot of manual work and testing, particularly for non-symmetrical game levels. In this work, we frame game balancing as a procedural content generation task…

Machine Learning · Computer Science 2025-03-25 Florian Rupp , Manuel Eberhardinger , Kai Eckert

With increasing interest in procedural content generation by academia and game developers alike, it is vital that different approaches can be compared fairly. However, evaluating procedurally generated video game levels is often difficult,…

Artificial Intelligence · Computer Science 2024-10-28 Michael Beukman , Steven James , Christopher Cleghorn

Games are usually created incrementally, requiring repeated testing of the same scenarios, which is a tedious and error-prone task for game developers. Therefore, we aim to alleviate this game testing process by encapsulating it into a game…

Software Engineering · Computer Science 2023-10-31 Patric Feldmeier , Philipp Straubinger , Gordon Fraser

For over a decade now, robotics and the use of artificial agents have become a common thing.Testing the performance of new path finding or search space optimization algorithms has also become a challenge as they require simulation or an…

Machine Learning · Computer Science 2022-07-29 Jerin Paul Selvan , Pravin S. Game

Interactive fiction games have emerged as an important application to improve the generalization capabilities of language-based reinforcement learning (RL) agents. Existing environments for interactive fiction games are domain-specific or…

Machine Learning · Computer Science 2024-06-11 Shreyas Basavatia , Keerthiram Murugesan , Shivam Ratnakar

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

Creating visual 3D sensing characters that interact with AI peers and virtual environments can be a difficult task for those with less experience in using learning algorithms or creating visual environments to execute an agent-based…

Graphics · Computer Science 2023-01-06 João Rodrigues , Rui Nóbrega

While several high profile video games have served as testbeds for Deep Reinforcement Learning (DRL), this technique has rarely been employed by the game industry for crafting authentic AI behaviors. Previous research focuses on training…

Autonomous multi-agent systems such as hospital robots and package delivery drones often operate in highly uncertain environments and are expected to achieve complex temporal task objectives while ensuring safety. While learning-based…

Multiagent Systems · Computer Science 2024-11-19 Sheryl Paul , Anand Balakrishnan , Xin Qin , Jyotirmoy V. Deshmukh