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Related papers: CreativeGame:Toward Mechanic-Aware Creative Game G…

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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

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

Many advancements have been made in procedural content generation for games, and with mixed-initiative co-creativity, have the potential for great benefits to human designers. However, co-creative systems for game generation are typically…

Artificial Intelligence · Computer Science 2023-08-07 Rohan Agarwal , Zhiyu Lin , Mark Riedl

We introduce STORY2GAME, a novel approach to using Large Language Models to generate text-based interactive fiction games that starts by generating a story, populates the world, and builds the code for actions in a game engine that enables…

Artificial Intelligence · Computer Science 2025-05-07 Eric Zhou , Shreyas Basavatia , Moontashir Siam , Zexin Chen , Mark O. Riedl

Intelligent game creation represents a transformative advancement in game development, utilizing generative artificial intelligence to dynamically generate and enhance game content. Despite notable progress in generative models, the…

Real-time generative game engines represent a paradigm shift in interactive simulation, promising to replace traditional graphics pipelines with neural world models. However, existing approaches are fundamentally constrained by the ``Memory…

Artificial Intelligence · Computer Science 2026-02-03 Wei Zeng , Xuchen Li , Ruili Feng , Zhen Liu , Fengwei An , Jian Zhao

The human ability to learn rules and solve problems has been a central concern of cognitive science research since the field's earliest days. But we do not just follow rules and solve problems given to us by others: we modify those rules,…

We present CreAgentive, an agent workflow driven multi-category creative generation engine that addresses four key limitations of contemporary large language models in writing stories, drama and other categories of creatives: restricted…

Computation and Language · Computer Science 2025-10-01 Yuyang Cheng , Linyue Cai , Changwei Peng , Yumiao Xu , Rongfang Bie , Yong Zhao

Generating a game is not the same as making one that can be played. Despite advances in code generation, existing approaches treat game generation as one-shot translation from prompt to artifact, leaving interaction-level failures…

Software Engineering · Computer Science 2026-05-28 Yixu Huang , Bo Li , Na Li , Zhe Wang , Kaijie Chen , Haonan Ge , Qingyi Si , Yuanzhe Shen , Ruihan Yang , Guangjing Wang , Hongcheng Guo

Game development sits at the intersection of creative design and intricate software engineering, demanding the joint orchestration of game engines, real-time loops, and tightly coupled state across many files. While Large Language Models…

Software Engineering · Computer Science 2026-04-21 Yilei Jiang , Jinyuan Hu , Qianyin Xiao , Yaozhi Zheng , Ruize Ma , Kaituo Feng , Jiaming Han , Tianshuo Peng , Kaixuan Fan , Manyuan Zhang , Xiangyu Yue

Game design hinges on understanding how static rules and content translate into dynamic player behavior - something modern generative systems that inspect only a game's code or assets struggle to capture. We present an automated design…

Artificial Intelligence · Computer Science 2025-07-18 Alex Zook , Josef Spjut , Jonathan Tremblay

Traditional ontologies describe domain structure but cannot generate novel artifacts. Large language models generate fluently but produce outputs lacking structural validity, hallucinating mechanisms without components, goals without end…

Artificial Intelligence · Computer Science 2026-02-10 Benny Cheung

Automatically generating novel and interesting games is a complex task. Challenges include representing game rules in a computationally workable form, searching through the large space of potential games under most such representations, and…

Artificial Intelligence · Computer Science 2024-12-04 Graham Todd , Alexander Padula , Matthew Stephenson , Éric Piette , Dennis J. N. J. Soemers , Julian Togelius

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

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

Automatically generating 3D games in commercial game engines remains a non-trivial challenge, as it involves complex engine-related workflows for generating assets such as scenes, blueprints, and code. To address this challenge, we propose…

Human-Computer Interaction · Computer Science 2026-04-09 Lei Yin , Wentao Cheng , Zhida Qin , Tianyu Huang , Yidong Li , Gangyi Ding

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

Large language models (LLMs) have revolutionized automated code generation, yet the evaluation of their real-world effectiveness remains limited by static benchmarks and simplistic metrics. We present ProxyWar, a novel framework that…

Software Engineering · Computer Science 2026-02-05 Wenjun Peng , Xinyu Wang , Qi Wu

Reward design plays a pivotal role in the training of game AIs, requiring substantial domain-specific knowledge and human effort. In recent years, several studies have explored reward generation for training game agents and controlling…

Artificial Intelligence · Computer Science 2026-05-26 In-Chang Baek , Sung-Hyun Kim , Sam Earle , Zehua Jiang , Jin-Ha Noh , Julian Togelius , Kyung-Joong Kim

Code large language models have demonstrated remarkable capabilities in programming tasks, yet current benchmarks primarily focus on single modality rather than visual game development. Most existing code-related benchmarks evaluate syntax…

Software Engineering · Computer Science 2025-09-25 Wei Zhang , Jack Yang , Renshuai Tao , Lingzheng Chai , Shawn Guo , Jiajun Wu , Xiaoming Chen , Ganqu Cui , Ning Ding , Xander Xu , Hu Wei , Bowen Zhou
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