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In level co-creation an AI and human work together to create a video game level. One open challenge in level co-creation is how to empower human users to ensure particular qualities of the final level, such as challenge. There has been…

Artificial Intelligence · Computer Science 2019-11-22 Andrew Hoyt , Matthew Guzdial , Yalini Kumar , Gillian Smith , Mark O. Riedl

We present practical approaches of using deep learning to create and enhance level maps and textures for video games -- desktop, mobile, and web. We aim to present new possibilities for game developers and level artists. The task of…

Computer Vision and Pattern Recognition · Computer Science 2021-07-16 Piotr Migdał , Bartłomiej Olechno , Błażej Podgórski

We present an approach to generate novel computer game levels that blend different game concepts in an unsupervised fashion. Our primary contribution is an analogical reasoning process to construct blends between level design models learned…

Artificial Intelligence · Computer Science 2016-03-10 Matthew Guzdial , Mark Riedl

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

Machine learning advances have afforded an increase in algorithms capable of creating art, music, stories, games, and more. However, it is not yet well-understood how machine learning algorithms might best collaborate with people to support…

Human-Computer Interaction · Computer Science 2019-01-23 Matthew Guzdial , Nicholas Liao , Jonathan Chen , Shao-Yu Chen , Shukan Shah , Vishwa Shah , Joshua Reno , Gillian Smith , Mark Riedl

Text-to-level generation aims to translate natural language descriptions into structured game levels, enabling intuitive control over procedural content generation. While prior text-to-level generators are typically limited to a single game…

Artificial Intelligence · Computer Science 2026-04-01 In-Chang Baek , Jiyun Jung , Geum-Hwan Hwang , Sung-Hyun Kim , Kyung-Joong Kim

We address the problem of game level repair, which consists of taking a designed but non-functional game level and making it functional. This might consist of ensuring the completeness of the level, reachability of objects, or other…

Artificial Intelligence · Computer Science 2025-06-25 Debosmita Bhaumik , Julian Togelius , Georgios N. Yannakakis , Ahmed Khalifa

Game level blending via machine learning, the process of combining features of game levels to create unique and novel game levels using Procedural Content Generation via Machine Learning (PCGML) techniques, has gained increasing popularity…

Machine Learning · Computer Science 2023-06-30 Venkata Sai Revanth Atmakuri , Seth Cooper , Matthew Guzdial

3D graphics editing is crucial in applications like movie production and game design, yet it remains a time-consuming process that demands highly specialized domain expertise. Automating this process is challenging because graphical editing…

Graphics · Computer Science 2025-04-03 Yunqi Gu , Ian Huang , Jihyeon Je , Guandao Yang , Leonidas Guibas

In recent years, Procedural Level Generation via Machine Learning (PLGML) techniques have been applied to generate game levels with machine learning. These approaches rely on human-annotated representations of game levels. Creating…

Machine Learning · Computer Science 2021-10-08 Mrunal Jadhav , Matthew Guzdial

Designing a 3D game scene is a tedious task that often requires a substantial amount of work. Typically, this task involves synthesis, coloring, and placement of 3D models within the game scene. To lessen this workload, we can apply machine…

Computer Vision and Pattern Recognition · Computer Science 2021-08-04 Ivan Kostiuk , Przemysław Stachura , Sławomir K. Tadeja , Tomasz Trzciński , Przemysław Spurek

Recent advancements in procedural content generation via machine learning enable the generation of video-game levels that are aesthetically similar to human-authored examples. However, the generated levels are often unplayable without…

Artificial Intelligence · Computer Science 2020-10-15 Hejia Zhang , Matthew C. Fontaine , Amy K. Hoover , Julian Togelius , Bistra Dilkina , Stefanos Nikolaidis

Levels are a key component of many different video games, and a large body of work has been produced on how to procedurally generate game levels. Recently, Machine Learning techniques have been applied to video game level generation towards…

Human-Computer Interaction · Computer Science 2016-07-05 Adam James Summerville , Sam Snodgrass , Michael Mateas , Santiago Ontañón

Balancing games, especially those with asymmetric multiplayer content, requires significant manual effort and extensive human playtesting during development. For this reason, this work focuses on generating balanced levels tailored to…

Machine Learning · Computer Science 2025-04-01 Florian Rupp , Kai Eckert

Video world models have shown immense promise for interactive simulation and entertainment, but current systems still struggle with two important aspects of interactivity: user control over the environment for reproducible, editable…

Artificial Intelligence · Computer Science 2026-04-01 Ryan Po , David Junhao Zhang , Amir Hertz , Gordon Wetzstein , Neal Wadhwa , Nataniel Ruiz

Graphics design is important for various applications, including movie production and game design. To create a high-quality scene, designers usually need to spend hours in software like Blender, in which they might need to interleave and…

Computer Vision and Pattern Recognition · Computer Science 2024-08-06 Ian Huang , Guandao Yang , Leonidas Guibas

The procedural generation of levels and content in video games is a challenging AI problem. Often such generation relies on an intelligent way of evaluating the content being generated so that constraints are satisfied and/or objectives…

Artificial Intelligence · Computer Science 2019-04-22 Ahmed Khalifa , Michael Cerny Green , Gabriella Barros , Julian Togelius

The design of video game levels is a complex and critical task. Levels need to elicit fun and challenge while avoiding frustration at all costs. In this paper, we present a framework to assist designers in the creation of levels for 2D…

Artificial Intelligence · Computer Science 2018-04-25 Antonio Umberto Aramini , Pier Luca Lanzi , Daniele Loiacono

Software engineers who collaborate to develop software in teams often have to manually merge changes they made to a module (e.g. a class), because the change conflicts with one that has just been made by another engineer to the same or…

Software Engineering · Computer Science 2015-04-28 Stanislav Levin , Amiram Yehudai

In Massively Multiplayer Online Role-Playing Games (MMORPGs), auto-leveling bots exploit automated programs to level up characters at scale, undermining gameplay balance and fairness. Detecting such bots is challenging, not only because…

Artificial Intelligence · Computer Science 2025-08-29 Jaeman Son , Hyunsoo Kim
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