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Procedural content generation (PCG) is a growing field, with numerous applications in the video game industry and great potential to help create better games at a fraction of the cost of manual creation. However, much of the work in PCG is…

Artificial Intelligence · Computer Science 2023-07-20 Michael Beukman , Manuel Fokam , Marcel Kruger , Guy Axelrod , Muhammad Nasir , Branden Ingram , Benjamin Rosman , Steven James

This survey explores Procedural Content Generation via Machine Learning (PCGML), defined as the generation of game content using machine learning models trained on existing content. As the importance of PCG for game development increases,…

Artificial Intelligence · Computer Science 2018-05-08 Adam Summerville , Sam Snodgrass , Matthew Guzdial , Christoffer Holmgård , Amy K. Hoover , Aaron Isaksen , Andy Nealen , Julian Togelius

Procedural city generation that focuses on believability and adaptability to random terrain is a difficult challenge in the field of Procedural Content Generation (PCG). Dozens of researchers compete for a realistic approach in challenges…

Artificial Intelligence · Computer Science 2023-09-21 Arthur van der Staaij , Jelmer Prins , Vincent L. Prins , Julian Poelsma , Thera Smit , Matthias Müller-Brockhausen , Mike Preuss

Procedural Content Generation (PCG) is widely used to create scalable and diverse environments in games. However, existing methods, such as the Wave Function Collapse (WFC) algorithm, are often limited to static scenarios and lack the…

Artificial Intelligence · Computer Science 2025-03-14 Aniruddha Srinivas Joshi

Procedural Content Generation (PCG) refers to the practice, in videogames and other games, of generating content such as levels, quests, or characters algorithmically. Motivated by the need to make games replayable, as well as to reduce…

Artificial Intelligence · Computer Science 2020-03-18 Sebastian Risi , Julian Togelius

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

Procedural Content Generation (PCG) is defined as the automatic creation of game content using algorithms. PCG has a long history in both the game industry and the academic world. It can increase player engagement and ease the work of game…

Artificial Intelligence · Computer Science 2025-02-06 Mahdi Farrokhi Maleki , Richard Zhao

Urban areas, as the primary human habitat in modern civilization, accommodate a broad spectrum of social activities. With the surge of embodied intelligence, recent years have witnessed an increasing presence of physical agents in urban…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Shougao Zhang , Mengqi Zhou , Yuxi Wang , Chuanchen Luo , Rongyu Wang , Yiwei Li , Zhaoxiang Zhang , Junran Peng

Procedural Content Generation via Reinforcement Learning (PCGRL) foregoes the need for large human-authored data-sets and allows agents to train explicitly on functional constraints, using computable, user-defined measures of quality…

Artificial Intelligence · Computer Science 2022-08-16 Zehua Jiang , Sam Earle , Michael Cerny Green , Julian Togelius

We introduce the Chronicle Challenge as an optional addition to the Settlement Generation Challenge in Minecraft. One of the foci of the overall competition is adaptive procedural content generation (PCG), an arguably under-explored problem…

Artificial Intelligence · Computer Science 2019-05-16 Christoph Salge , Christian Guckelsberger , Michael Cerny Green , Rodrigo Canaan , Julian Togelius

Procedural content generation (PCG) can be applied to a wide variety of tasks in games, from narratives, levels and sounds, to trees and weapons. A large amount of game content is comprised of graphical assets, such as clouds, buildings or…

Graphics · Computer Science 2025-06-30 Kaisei Fukaya , Damon Daylamani-Zad , Harry Agius

Procedural Content Generation (PCG) is the algorithmic generation of content, often applied to games. PCG and PCG via Machine Learning (PCGML) have appeared in published games. However, it can prove difficult to apply these approaches in…

Artificial Intelligence · Computer Science 2023-09-26 Emily Halina , Matthew Guzdial

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

The past decade has seen a rapid increase in the level of research interest in procedural content generation (PCG) for digital games, and there are now numerous research avenues focused on new approaches for driving and applying PCG…

Human-Computer Interaction · Computer Science 2022-10-06 Oliver Withington , Laurissa Tokarchuk

Procedural content generation (PCG) concerns all sorts of algorithms and tools which automatically produce game content, without requiring manual authoring by game artists. Besides generating com-plex static meshes, the PCG core usually…

Graphics · Computer Science 2018-08-02 Anthony Savidis

Co-creative Procedural Content Generation via Machine Learning (PCGML) refers to systems where a PCGML agent and a human work together to produce output content. One of the limitations of co-creative PCGML is that it requires co-creative…

Machine Learning · Computer Science 2021-07-28 Zisen Zhou , Matthew Guzdial

Procedural content generation (PCG) has recently become one of the hottest topics in computational intelligence and AI game researches. Among a variety of PCG techniques, search-based approaches overwhelmingly dominate PCG development at…

Artificial Intelligence · Computer Science 2013-10-10 Jonathan Roberts , Ke Chen

Mixed-initiative Procedural Content Generation (PCG) refers to tools or systems in which a human designer works with an algorithm to produce game content. This area of research remains relatively under-explored, with the majority of…

Human-Computer Interaction · Computer Science 2021-10-11 Matthew Guzdial , Nathan Sturtevant , Carolyn Yang

This work introduces World-GAN, the first method to perform data-driven Procedural Content Generation via Machine Learning in Minecraft from a single example. Based on a 3D Generative Adversarial Network (GAN) architecture, we are able to…

Machine Learning · Computer Science 2021-06-21 Maren Awiszus , Frederik Schubert , Bodo Rosenhahn

Procedural content generation via Machine Learning (PCGML) is the umbrella term for approaches that generate content for games via machine learning. One of the benefits of PCGML is that, unlike search or grammar-based PCG, it does not…

Artificial Intelligence · Computer Science 2018-09-26 Matthew Guzdial , Joshua Reno , Jonathan Chen , Gillian Smith , Mark Riedl
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