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Procedural terrain generation for video games has been traditionally been done with smartly designed but handcrafted algorithms that generate heightmaps. We propose a first step toward the learning and synthesis of these using recent…

机器学习 · 统计学 2017-07-12 Christopher Beckham , Christopher Pal

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

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

An increasingly common area of study in procedural content generation is the creation of level segments: short pieces that can be used to form larger levels. Previous work has used basic concatenation to form these larger levels. However,…

人工智能 · 计算机科学 2022-08-23 Colan Biemer , Seth Cooper

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…

图形学 · 计算机科学 2018-08-02 Anthony Savidis

We propose a new procedural content generation method which learns iterative level generators from a dataset of existing levels. The Path of Destruction method, as we call it, views level generation as repair; levels are created by…

机器学习 · 计算机科学 2022-10-04 Matthew Siper , Ahmed Khalifa , Julian Togelius

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…

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…

人机交互 · 计算机科学 2021-10-11 Matthew Guzdial , Nathan Sturtevant , Carolyn Yang

In this work, we present an interesting attempt on mixture generation: absorbing different image concepts (e.g., content and style) from different domains and thus generating a new domain with learned concepts. In particular, we propose a…

机器学习 · 计算机科学 2018-07-05 Guang-Yuan Hao , Hong-Xing Yu , Wei-Shi Zheng

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

We present initial research towards procedural generation of Simplified Boardgames and translating them into an efficient GDL code. This is a step towards establishing Simplified Boardgames as a comparison class for General Game Playing…

人工智能 · 计算机科学 2015-08-04 Jakub Kowalski , Marek Szykuła

Video games demand is constantly increasing, which requires the costly production of large amounts of content. Towards this challenge, researchers have developed Search-Based Procedural Content Generation (SBPCG), that is, the…

软件工程 · 计算机科学 2023-11-09 Mar Zamorano , Carlos Cetina , Federica Sarro

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…

人工智能 · 计算机科学 2026-02-24 Kaijie Xu , Clark Verbrugge

In this paper, we present a method for automated persona-driven video game tutorial level generation. Tutorial levels are scenarios in which the player can explore and discover different rules and game mechanics. Procedural personas can…

人工智能 · 计算机科学 2022-04-12 Michael Cerny Green , Ahmed Khalifa , M Charity , Julian Togelius

Game level editing is the process of constructing a full game level starting from 3D asset libraries, e.g. 3d models, textures, shaders, scripts. In level editing, designers define the look and behavior of the whole level by placing…

图形学 · 计算机科学 2016-03-03 Christian Santoni , Gabriele Salvati , Valentina Tibaldo , Fabio Pellacini

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

Previous work explored blending levels from existing games to create levels for a new game that mixes properties of the original games. In this paper, we use Variational Autoencoders (VAEs) for improving upon such techniques. VAEs are…

机器学习 · 计算机科学 2020-02-28 Anurag Sarkar , Zhihan Yang , Seth Cooper

Variational autoencoders (VAEs) have been used in prior works for generating and blending levels from different games. To add controllability to these models, conditional VAEs (CVAEs) were recently shown capable of generating output that…

机器学习 · 计算机科学 2021-06-25 Anurag Sarkar , Seth Cooper

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

Methods for dynamic difficulty adjustment allow games to be tailored to particular players to maximize their engagement. However, current methods often only modify a limited set of game features such as the difficulty of the opponents, or…

人工智能 · 计算机科学 2020-06-29 Miguel González-Duque , Rasmus Berg Palm , David Ha , Sebastian Risi