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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

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 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

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

Procedural content generation (PCG) has made substantial progress in shaping static 2D/3D geometry, while most methods treat gameplay mechanics as auxiliary and optimize only over space. We argue that this limits controllability and…

Artificial Intelligence · Computer Science 2026-02-24 Kaijie Xu , Clark Verbrugge

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

The term Procedural Content Generation (PCG) refers to the (semi-)automatic generation of game content by algorithmic means, and its methods are becoming increasingly popular in game-oriented research and industry. A special class of these…

Artificial Intelligence · Computer Science 2023-02-17 Vanessa Volz , Boris Naujoks , Pascal Kerschke , Tea Tusar

The evaluation of procedural content generation (PCG) systems for generating video game levels is a complex and contested topic. Ideally, the field would have access to robust, generalisable and widely accepted evaluation approaches that…

Human-Computer Interaction · Computer Science 2024-04-30 Oliver Withington , Michael Cook , Laurissa Tokarchuk

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

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

Generative Artificial Intelligence (AI) encounters limitations in efficiency and fairness within the realm of Procedural Content Generation (PCG) when human creators solely drive and bear responsibility for the generative process.…

Human-Computer Interaction · Computer Science 2024-09-26 Zhiyu Lin , Upol Ehsan , Rohan Agarwal , Samihan Dani , Vidushi Vashishth , Mark Riedl

Human collaboration with systems within the Computational Creativity (CC) field is often restricted to shallow interactions, where the creative processes, of systems and humans alike, are carried out in isolation, without any (or little)…

Human-Computer Interaction · Computer Science 2022-05-13 Maria Teresa Llano , Mark d'Inverno , Matthew Yee-King , Jon McCormack , Alon Ilsar , Alison Pease , Simon Colton

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

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 Music Generation (PMG) is an emerging field that algorithmically creates music content for video games. By leveraging techniques from simple rule-based approaches to advanced machine learning algorithms, PMG has the potential to…

Sound · Computer Science 2025-12-16 Shangxuan Luo , Joshua Reiss

This paper introduces the Procedural Content Generation Benchmark for evaluating generative algorithms on different game content creation tasks. The benchmark comes with 12 game-related problems with multiple variants on each problem.…

Artificial Intelligence · Computer Science 2025-03-31 Ahmed Khalifa , Roberto Gallotta , Matthew Barthet , Antonios Liapis , Julian Togelius , Georgios N. Yannakakis

Results from a triple-blind mixed-method user study into the effectiveness of mixed-initiative tools for the procedural generation of game levels are presented. A tool which generates levels using interactive evolutionary optimisation was…

Neural and Evolutionary Computing · Computer Science 2021-06-03 Sean P. Walton , Alma A. M. Rahat , James Stovold

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

Procedural content generation via machine learning (PCGML) is typically framed as the task of fitting a generative model to full-scale examples of a desired content distribution. This approach presents a fundamental tension: the more design…

Machine Learning · Computer Science 2018-09-13 Isaac Karth , Adam M. Smith

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
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