中文
相关论文

相关论文: Procedural Content Generation via Machine Learning…

200 篇论文

Since the dawn of Trading Card Games, the genre has grown into a multi-billion-dollar industry engaging millions of analog and digital players worldwide. Popular TCGs rely on regular updates, balance adjustments, and rotating constraints to…

人工智能 · 计算机科学 2026-05-01 Johannes Pfau , Panagiotis Vrettis

Procedurally generated video game content has the potential to drastically reduce the content creation budget of game developers and large studios. However, adoption is hindered by limitations such as slow generation, as well as low quality…

神经与进化计算 · 计算机科学 2022-04-15 Michael Beukman , Christopher W Cleghorn , Steven James

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…

人机交互 · 计算机科学 2016-07-05 Adam James Summerville , Sam Snodgrass , Michael Mateas , Santiago Ontañón

Developing comprehensive explicit world models is crucial for understanding and simulating real-world scenarios. Recently, Procedural Controllable Generation (PCG) has gained significant attention in large-scale scene generation by enabling…

计算机视觉与模式识别 · 计算机科学 2024-12-18 Mengqi Zhou , Yuxi Wang , Jun Hou , Shougao Zhang , Yiwei Li , Chuanchen Luo , Junran Peng , Zhaoxiang Zhang

Procedural Content Generation (PCG) techniques enable automatic creation of diverse and complex environments. While PCG facilitates more efficient content creation, ensuring consistently high-quality, industry-standard content remains a…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Mahdi Farrokhimaleki , Parsa Rahmati , Richard Zhao

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…

人工智能 · 计算机科学 2024-12-03 Mingyu Yang , Junyou Li , Zhongbin Fang , Sheng Chen , Yangbin Yu , Qiang Fu , Wei Yang , Deheng Ye

Recent research has highlighted the significance of natural language in enhancing the controllability of generative models. While various efforts have been made to leverage natural language for content generation, research on deep…

人工智能 · 计算机科学 2025-07-25 In-Chang Baek , Sung-Hyun Kim , Seo-Young Lee , Dong-Hyeon Kim , Kyung-Joong Kim

User-Generated Content (UGC) refers to any form of content, such as posts and images, created by users rather than by professionals. In recent years, UGC has become an essential part of the evolving video game industry, influencing both…

多媒体 · 计算机科学 2024-12-19 Yuyue Liu , Haihan Duan , Wei Cai

This paper describes a method for generative player modeling and its application to the automatic testing of game content using archetypal player models called procedural personas. Theoretically grounded in psychological decision theory,…

人工智能 · 计算机科学 2018-02-21 Christoffer Holmgård , Michael Cerny Green , Antonios Liapis , Julian Togelius

Large language models (LLMs) offer promise for dynamic game content generation, but they face critical barriers, including narrative incoherence and high operational costs. Due to their large size, they are often accessed in the cloud,…

人工智能 · 计算机科学 2026-05-20 Morten I. K. Munk , Arturo Valdivia , Paolo Burelli

Quality-diversity (QD) algorithms search for a set of good solutions which cover a space as defined by behavior metrics. This simultaneous focus on quality and diversity with explicit metrics sets QD algorithms apart from standard single-…

神经与进化计算 · 计算机科学 2021-02-16 Daniele Gravina , Ahmed Khalifa , Antonios Liapis , Julian Togelius , Georgios N. Yannakakis

Large Language Models (LLMs) have proven their worth across a diverse spectrum of disciplines. LLMs have shown great potential in Procedural Content Generation (PCG) as well, but directly generating a level through a pre-trained LLM is…

计算与语言 · 计算机科学 2024-05-14 Muhammad U. Nasir , Steven James , Julian Togelius

Algorithms that generate computer game content require game design knowledge. We present an approach to automatically learn game design knowledge for level design from gameplay videos. We further demonstrate how the acquired design…

人工智能 · 计算机科学 2016-02-26 Matthew Guzdial , Mark Riedl

Content generation modeling has emerged as a promising direction in computational pathology, offering capabilities such as data-efficient learning, synthetic data augmentation, and task-oriented generation across diverse diagnostic tasks.…

图像与视频处理 · 电气工程与系统科学 2025-09-09 Yuan Zhang , Xinfeng Zhang , Xiaoming Qi , Xinyu Wu , Feng Chen , Guanyu Yang , Huazhu Fu

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…

This research introduces Procedural Artificial Narrative using Generative AI (PANGeA), a structured approach for leveraging large language models (LLMs), guided by a game designer's high-level criteria, to generate narrative content for…

人工智能 · 计算机科学 2024-07-11 Steph Buongiorno , Lawrence Jake Klinkert , Tanishq Chawla , Zixin Zhuang , Corey Clark

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…

机器学习 · 计算机科学 2023-01-10 Vasco Nunes , João Dias , Pedro A. Santos

Procedural Content Generation (PCG) algorithms enable the automatic generation of complex and diverse artifacts. However, they don't provide high-level control over the generated content and typically require domain expertise. In contrast,…

图形学 · 计算机科学 2024-04-25 Sam Earle , Filippos Kokkinos , Yuhe Nie , Julian Togelius , Roberta Raileanu

While the games industry is moving towards procedural content generation (PCG) with tools available under popular platforms such as Unreal, Unity or Houdini, and video game titles like No Man's Sky and Horizon Zero Dawn taking advantage of…

人机交互 · 计算机科学 2020-05-20 Gorm Lai , William Latham , Frederic Fol Leymarie

Large Language Models (LLMs) have proven to be useful tools in various domains outside of the field of their inception, which was natural language processing. In this study, we provide practical directions on how to use LLMs to generate…

计算与语言 · 计算机科学 2023-07-04 Muhammad U Nasir , Julian Togelius