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Techniques for procedural content generation via machine learning (PCGML) have been shown to be useful for generating novel game content. While used primarily for producing new content in the style of the game domain used for training,…

机器学习 · 计算机科学 2020-09-15 Anurag Sarkar , Adam Summerville , Sam Snodgrass , Gerard Bentley , Joseph Osborn

Automated game design is the problem of automatically producing games through computational processes. Traditionally, these methods have relied on the authoring of search spaces by a designer, defining the space of all possible games for…

人工智能 · 计算机科学 2021-02-22 Matthew Guzdial , Mark Riedl

Generating high-fidelity, physically interactive 3D simulated tabletop scenes is essential for embodied AI -- especially for robotic manipulation policy learning and data synthesis. However, current text- or image-driven 3D scene generation…

计算机视觉与模式识别 · 计算机科学 2025-12-08 Ziqian Wang , Yonghao He , Licheng Yang , Wei Zou , Hongxuan Ma , Liu Liu , Wei Sui , Yuxin Guo , Hu Su

Search-based procedural content generation (PCG) is a well-known method for level generation in games. Its key advantage is that it is generic and able to satisfy functional constraints. However, due to the heavy computational costs to run…

人工智能 · 计算机科学 2022-08-26 Ahmed Khalifa , Michael Cerny Green , Julian Togelius

Procedural content generation has been applied to many domains, especially level design, but the narrative affordances of generated game environments are comparatively understudied. In this paper we present our first attempt to study these…

人工智能 · 计算机科学 2023-04-18 Florence Smith Nicholls , Michael Cook

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

In the era of content creation revolution propelled by advancements in generative models, the field of web design remains unexplored despite its critical role in modern digital communication. The web design process is complex and often…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Zirui Shao , Feiyu Gao , Hangdi Xing , Zepeng Zhu , Zhi Yu , Jiajun Bu , Qi Zheng , Cong Yao

Recent advances in large language models (LLMs) enable compelling story generation, but connecting narrative text to playable visual environments remains an open challenge in procedural content generation (PCG). We present a lightweight…

图形学 · 计算机科学 2026-01-05 Yi-Chun Chen , Arnav Jhala

Many games often share common ideas or aspects between them, such as their rules, controls, or playing area. However, in the context of General Game Playing (GGP) for board games, this area remains under-explored. We propose to formalise…

人工智能 · 计算机科学 2021-07-05 Éric Piette , Matthew Stephenson , Dennis J. N. J. Soemers , Cameron Browne

An algorithm is proposed to verify whether a finite game is a weighted potential game (WPG) without pre-knowledge on its weights. Then the algorithm is also applied to find the closest WPG for a given finite game. The concept and criterion…

计算机科学与博弈论 · 计算机科学 2021-06-24 Daizhan Cheng , Zhengping Ji

In recent years, Game AI research has made important breakthroughs using Reinforcement Learning (RL). Despite this, RL for modern tabletop games has gained little to no attention, even when they offer a range of unique challenges compared…

Responses in task-oriented dialogue systems often realize multiple propositions whose ultimate form depends on the use of sentence planning and discourse structuring operations. For example a recommendation may consist of an explicitly…

计算与语言 · 计算机科学 2018-11-05 Lena Reed , Shereen Oraby , Marilyn Walker

Serious Games (SGs) have experienced a tremendous outburst these last years. Video game companies have been producing fun, user-friendly SGs, but their educational value has yet to be proven. Meanwhile, cognition research scientist have…

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

The field of Game Theory provides a useful mechanism for modeling many decision-making scenarios. In participating in these scenarios individuals and groups adopt particular strategies, which generally perform with varying levels of…

多智能体系统 · 计算机科学 2018-07-24 Francis Lawlor , Rem Collier , Vivek Nallur

Prior research has explored potential applications of video games in programming education to elicit computational thinking skills. However, existing approaches are often either too general, not taking into account the diversity of genres…

多媒体 · 计算机科学 2024-07-08 Giulio Barbero , Marcello A. Gómez-Maureira , Felienne F. J. Hermans

Conversations with non-player characters (NPCs) in games are typically confined to dialogue between a human player and a virtual agent, where the conversation is initiated and controlled by the player. To create richer, more believable…

计算与语言 · 计算机科学 2017-06-22 Hannah Morrison , Chris Martens

AI Advancements have augmented casual writing and story generation, but their usage poses challenges in collaborative storytelling. In role-playing games such as Dungeons & Dragons (D&D), composing prompts using generative AI requires a…

人机交互 · 计算机科学 2023-04-05 Jose Ma. Santiago , Richard Lance Parayno , Jordan Aiko Deja , Briane Paul V. Samson

As academic interest in procedural content generation (PCG) for games has increased, so has the need for methodologies for comparing and contrasting the output spaces of alternative PCG systems. In this paper we introduce and evaluate a…

人机交互 · 计算机科学 2022-11-01 Oliver Withington , Laurissa Tokarchuk

We present a comprehensive survey of the advancements and techniques in the field of tractable probabilistic generative modeling, primarily focusing on Probabilistic Circuits (PCs). We provide a unified perspective on the inherent…

机器学习 · 计算机科学 2024-06-07 Sahil Sidheekh , Sriraam Natarajan