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The use of generative AI in video game development is on the rise, and as the conversational and other capabilities of large language models continue to improve, we expect LLM-driven non-player characters (NPCs) to become widely deployed.…

Computation and Language · Computer Science 2024-07-08 Sudha Rao , Weijia Xu , Michael Xu , Jorge Leandro , Ken Lobb , Gabriel DesGarennes , Chris Brockett , Bill Dolan

Game designs often center on the game mechanics---rules governing the logical evolution of the game. We seek to develop an intelligent system that generates computer games. As first steps towards this goal we present a composable and…

Artificial Intelligence · Computer Science 2019-08-06 Alexander Zook , Mark O. Riedl

In recent years, machine learning (ML) systems have been increasingly applied for performing creative tasks. Such creative ML approaches have seen wide use in the domains of visual art and music for applications such as image and music…

Computers and Society · Computer Science 2020-09-01 Anurag Sarkar , Seth Cooper

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

Search-based procedural content generation (PCG) is a well-known method for level generation in games. Its key advantage is that it is generic and able to satisfy functional constraints. However, due to the heavy computational costs to run…

Artificial Intelligence · Computer Science 2022-08-26 Ahmed Khalifa , Michael Cerny Green , Julian Togelius

MineRL 2019 competition challenged participants to train sample-efficient agents to play Minecraft, by using a dataset of human gameplay and a limit number of steps the environment. We approached this task with behavioural cloning by…

Artificial Intelligence · Computer Science 2020-05-08 Anssi Kanervisto , Janne Karttunen , Ville Hautamäki

Maps are a very important component of strategy games, and a time-consuming task if done by hand. Maps generated by traditional PCG techniques such as Perlin noise or tile-based PCG techniques look unnatural and unappealing, thus not…

Machine Learning · Computer Science 2023-01-10 Vasco Nunes , João Dias , Pedro A. Santos

This paper proposes a procedural content generator which evolves Minecraft buildings according to an open-ended and intrinsic definition of novelty. To realize this goal we evaluate individuals' novelty in the latent space using a 3D…

Machine Learning · Computer Science 2022-09-08 Matthew Barthet , Antonios Liapis , Georgios N. Yannakakis

We present initial research towards procedural generation of Simplified Boardgames and translating them into an efficient GDL code. This is a step towards establishing Simplified Boardgames as a comparison class for General Game Playing…

Artificial Intelligence · Computer Science 2015-08-04 Jakub Kowalski , Marek Szykuła

We introduce the General Video Game Rule Generation problem, and the eponymous software framework which will be used in a new track of the General Video Game AI (GVGAI) competition. The problem is, given a game level as input, to generate…

Artificial Intelligence · Computer Science 2019-06-13 Ahmed Khalifa , Michael Cerny Green , Diego Perez-Liebana , Julian Togelius

Maps are broadly relevant across various fields, serving as valuable tools for presenting spatial phenomena and communicating spatial knowledge. However, map-making is still largely confined to those with expertise in GIS and cartography…

Artificial Intelligence · Computer Science 2024-10-22 Sidi Wu , Katharina Henggeler , Yizi Chen , Lorenz Hurni

Recent procedural content generation via machine learning (PCGML) methods allow learning from existing content to produce similar content automatically. While these approaches are able to generate content for different games (e.g. Super…

Artificial Intelligence · Computer Science 2020-05-27 Vanessa Volz , Niels Justesen , Sam Snodgrass , Sahar Asadi , Sami Purmonen , Christoffer Holmgård , Julian Togelius , Sebastian Risi

This paper focuses on procedurally generating rules and communicating them to players to adjust the difficulty. This is part of a larger project to collect and adapt games in educational games for young children using a digital puzzle game…

Human-Computer Interaction · Computer Science 2025-03-20 Thomas Volden , Djordje Grbic , Paolo Burelli

The use of generative AI in education is a controversial topic. Current technology offers the potential to create educational content from text, speech, to images based on simple input prompts. This can enhance productivity by summarizing…

Artificial Intelligence · Computer Science 2023-12-18 Joern Ploennigs , Markus Berger , Eva Carnein

LLM-based agents have shown promise in various cooperative and strategic reasoning tasks, but their effectiveness in competitive multi-agent environments remains underexplored. To address this gap, we introduce PillagerBench, a novel…

Artificial Intelligence · Computer Science 2025-09-09 Olivier Schipper , Yudi Zhang , Yali Du , Mykola Pechenizkiy , Meng Fang

Embodied intelligence requires high-fidelity simulation environments to support perception and decision-making, yet existing platforms often suffer from data contamination and limited flexibility. To mitigate this, we propose…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Lechao Zhang , Haoran Xu , Jingyu Gong , Xuhong Wang , Yuan Xie , Xin Tan

In recent years, Artificial Intelligence Generated Content (AIGC) has advanced from text-to-image generation to text-to-video and multimodal video synthesis. However, generating playable games presents significant challenges due to the…

Artificial Intelligence · Computer Science 2024-12-03 Mingyu Yang , Junyou Li , Zhongbin Fang , Sheng Chen , Yangbin Yu , Qiang Fu , Wei Yang , Deheng Ye

Procedural Content Generation (PCG) methods are valuable tools to speed up the game development process. Moreover, PCG may also present in games as features, such as the procedural dungeon generation (PDG) in Moonlighter (Digital Sun,…

Artificial Intelligence · Computer Science 2022-04-08 Breno M. F. Viana , Leonardo T. Pereira , Claudio F. M. Toledo

Automated game design (AGD), the study of automatically generating game rules, has a long history in technical games research. AGD approaches generally rely on approximations of human play, either objective functions or AI agents. Despite…

Artificial Intelligence · Computer Science 2023-10-06 Johor Jara Gonzalez , Seth Cooper , Matthew Guzdial

This paper explores adaptive problem solving with a game designed to support the development of problem-solving skills. Using an adaptive, AI-powered puzzle game, our adaptive problem-solving system dynamically generates pathfinding-based…

Artificial Intelligence · Computer Science 2025-12-09 Matthew McConnell , Richard Zhao