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Procedural Level Generation via Machine Learning (PLGML), the study of generating game levels with machine learning, has received a large amount of recent academic attention. For certain measures these approaches have shown success at…

Artificial Intelligence · Computer Science 2018-09-26 Matthew Guzdial , Nicholas Liao , Mark Riedl

With their prominent scene understanding and reasoning capabilities, pre-trained visual-language models (VLMs) such as GPT-4V have attracted increasing attention in robotic task planning. Compared with traditional task planning strategies,…

Robotics · Computer Science 2024-05-24 Aoran Mei , Jianhua Wang , Guo-Niu Zhu , Zhongxue Gan

Artificial intelligence-based systems for player risk detection have become central to harm prevention efforts in the gambling industry. However, growing concerns around transparency and effectiveness have highlighted the absence of…

Access to a fast and easily copied forward model of a game is essential for model-based reinforcement learning and for algorithms such as Monte Carlo tree search, and is also beneficial as a source of unlimited experience data for…

Artificial Intelligence · Computer Science 2020-04-02 Chris Bamford , Simon Lucas

Large Vision Language Models (LVLMs) have demonstrated remarkable abilities in understanding and reasoning about both visual and textual information. However, existing evaluation methods for LVLMs, primarily based on benchmarks like Visual…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Xinyu Wang , Bohan Zhuang , Qi Wu

We present PORTAL, a novel framework for developing artificial intelligence agents capable of playing thousands of 3D video games through language-guided policy generation. By transforming decision-making problems into language modeling…

Machine Learning · Computer Science 2025-03-18 Zhongwen Xu , Xianliang Wang , Siyi Li , Tao Yu , Liang Wang , Qiang Fu , Wei Yang

Game AI competitions are important to foster research and development on Game AI and AI in general. These competitions supply different challenging problems that can be translated into other contexts, virtual or real. They provide…

Artificial Intelligence · Computer Science 2020-10-20 Ana Salta , Rui Prada , Francisco S. Melo

Many problems can be viewed as games, where one or more agents try to ensure that certain objectives hold no matter the behavior from the environment and other agents. In recent years, a number of logical formalisms have been proposed for…

Logic in Computer Science · Computer Science 2020-02-07 Munyque Mittelmann , Laurent Perrussel

We introduce NitroGen, a vision-action foundation model for generalist gaming agents that is trained on 40,000 hours of gameplay videos across more than 1,000 games. We incorporate three key ingredients: 1) an internet-scale video-action…

Computer Vision and Pattern Recognition · Computer Science 2026-01-07 Loïc Magne , Anas Awadalla , Guanzhi Wang , Yinzhen Xu , Joshua Belofsky , Fengyuan Hu , Joohwan Kim , Ludwig Schmidt , Georgia Gkioxari , Jan Kautz , Yisong Yue , Yejin Choi , Yuke Zhu , Linxi "Jim" Fan

Ludii is a general game system being developed as part of the ERC-funded Digital Ludeme Project (DLP). While its primary aim is to model, play, and analyse the full range of traditional strategy games, Ludii also has the potential to…

Artificial Intelligence · Computer Science 2019-07-02 Matthew Stephenson , Éric Piette , Dennis J. N. J. Soemers , Cameron Browne

Large language model (LLM)-based agents are increasingly applied to complex strategic environments that demand long-horizon reasoning, multi-agent interaction, and decision-making under uncertainty. However, common existing benchmarks…

Artificial Intelligence · Computer Science 2026-05-12 Wenjie Tang , Yuan Zhou , Erqiang Xu , Keyan Cheng , Minne Li , Liquan Xiao

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

Game development is an interdisciplinary concept that embraces artistic, software engineering, management, and business disciplines. This research facilitates a better understanding of important dimensions of digital game development…

Software Engineering · Computer Science 2017-11-27 Saiqa Aleem , Luiz Fernando Capretz , Faheem Ahmed

We present the technical side of reasoning in Regular Boardgames (RBG) language -- a universal General Game Playing (GGP) formalism for the class of finite deterministic games with perfect information, encoding rules in the form of regular…

Artificial Intelligence · Computer Science 2020-06-16 Jakub Kowalski , Radosław Miernik , Maksymilian Mika , Wojciech Pawlik , Jakub Sutowicz , Marek Szykuła , Andrzej Tkaczyk

This chapter outlines the relation between artificial intelligence (AI) / machine learning (ML) algorithms and digital games. This relation is two-fold: on one hand, AI/ML researchers can generate large, in-the-wild datasets of human…

Artificial Intelligence · Computer Science 2021-05-10 Kostas Karpouzis , George Tsatiris

Developing reasoning capabilities in multimodal large language models (MLLMs) remains challenging. Motivated by literature suggesting that gameplay promotes transferable reasoning skills, we propose a novel post-training method, Visual Game…

Computer Vision and Pattern Recognition · Computer Science 2025-10-10 Yunfei Xie , Yinsong Ma , Shiyi Lan , Alan Yuille , Junfei Xiao , Chen Wei

Procedural Content Generation via Machine Learning (PCGML) faces a significant hurdle that sets it apart from other fields, such as image or text generation, which is limited annotated data. Many existing methods for procedural level…

Computer Vision and Pattern Recognition · Computer Science 2023-06-30 Negar Mirgati , Matthew Guzdial

Generative Adversarial Networks (GANs) have recently attracted considerable attention in the AI community due to its ability to generate high-quality data of significant statistical resemblance to real data. Fundamentally, GAN is a game…

The growing capabilities of generative AI (GenAI) have begun to reshape how games are designed and developed, offering new tools for content creation, gameplay simulation, and design ideation. While prior research has explored traditional…

Software Engineering · Computer Science 2025-07-25 Xiang Echo Chen , Wenhan Zhu , Guoshuai Albert Shi , Michael W. Godfrey

As video games continue to evolve, understanding what drives player enjoyment remains a key challenge. Player reviews provide valuable insights, but their unstructured nature makes large-scale analysis difficult. This study applies…

Human-Computer Interaction · Computer Science 2025-12-02 Hisham Abdelqader
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