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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…

Artificial Intelligence · Computer Science 2023-04-18 Florence Smith Nicholls , Michael Cook

Strong foundations in basic AI techniques are key to understanding more advanced concepts. We believe that introducing AI techniques, such as search methods, early in higher education helps create a deeper understanding of the concepts seen…

Artificial Intelligence · Computer Science 2024-04-26 Ken Hasselmann , Quentin Lurkin

The construction industry is a vital sector of the global economy, but it faces many productivity challenges in various processes, such as design, planning, procurement, inspection, and maintenance. Generative artificial intelligence (AI),…

In this work we proposing adapting the Minecraft builder task into an LLM benchmark suitable for evaluating LLM ability in spatially orientated tasks, and informing builder agent design. Previous works have proposed corpora with varying…

Computation and Language · Computer Science 2024-07-18 Chris Madge , Massimo Poesio

We present a pilot study on crea.blender, a novel co-creative game designed for large-scale, systematic assessment of distinct constructs of human creativity. Co-creative systems are systems in which humans and computers (often with Machine…

We study building multi-task agents in open-world environments. Without human demonstrations, learning to accomplish long-horizon tasks in a large open-world environment with reinforcement learning (RL) is extremely inefficient. To tackle…

Machine Learning · Computer Science 2023-12-05 Haoqi Yuan , Chi Zhang , Hongcheng Wang , Feiyang Xie , Penglin Cai , Hao Dong , Zongqing Lu

Beginning with text and images, generative AI has expanded to audio, video, computer code, and molecules. Yet, if generative AI is the answer, what is the question? We explore the foundations of generation as a distinct machine learning…

Machine Learning · Computer Science 2025-12-12 Ambuj Tewari

Recent generative models show impressive performance in generating photographic images. Humans can hardly distinguish such incredibly realistic-looking AI-generated images from real ones. AI-generated images may lead to ubiquitous…

Computer Vision and Pattern Recognition · Computer Science 2024-03-08 Nan Zhong , Yiran Xu , Sheng Li , Zhenxing Qian , Xinpeng Zhang

Many games feature a progression of levels that doesn't adapt to the player. This can be problematic because some players may get stuck if the progression is too difficult, while others may find it boring if the progression is too slow to…

Artificial Intelligence · Computer Science 2023-04-28 Colan F. Biemer , Seth Cooper

World modeling is a crucial task for enabling intelligent agents to effectively interact with humans and operate in dynamic environments. In this work, we propose MineWorld, a real-time interactive world model on Minecraft, an open-ended…

Computer Vision and Pattern Recognition · Computer Science 2025-04-14 Junliang Guo , Yang Ye , Tianyu He , Haoyu Wu , Yushu Jiang , Tim Pearce , Jiang Bian

This chapter outlines the relation between artificial intelligence (AI) / machine learning (ML) algorithms and digital games. This relation is two-fold: on one hand, AI/ML researchers can generate large, in-the-wild datasets of human…

Artificial Intelligence · Computer Science 2021-05-10 Kostas Karpouzis , George Tsatiris

We introduce Matrix-Game, an interactive world foundation model for controllable game world generation. Matrix-Game is trained using a two-stage pipeline that first performs large-scale unlabeled pretraining for environment understanding,…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Yifan Zhang , Chunli Peng , Boyang Wang , Puyi Wang , Qingcheng Zhu , Fei Kang , Biao Jiang , Zedong Gao , Eric Li , Yang Liu , Yahui Zhou

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…

Graphics · Computer Science 2018-08-02 Anthony Savidis

Many recent developments on generative models for natural images have relied on heuristically-motivated metrics that can be easily gamed by memorizing a small sample from the true distribution or training a model directly to improve the…

Machine Learning · Computer Science 2021-06-08 Ching-Yuan Bai , Hsuan-Tien Lin , Colin Raffel , Wendy Chih-wen Kan

Open-world survival games pose significant challenges for AI algorithms due to their multi-tasking, deep exploration, and goal prioritization requirements. Despite reinforcement learning (RL) being popular for solving games, its high sample…

Artificial Intelligence · Computer Science 2023-12-13 Yue Wu , Shrimai Prabhumoye , So Yeon Min , Yonatan Bisk , Ruslan Salakhutdinov , Amos Azaria , Tom Mitchell , Yuanzhi Li

This survey explores Procedural Content Generation via Machine Learning (PCGML), defined as the generation of game content using machine learning models trained on existing content. As the importance of PCG for game development increases,…

Artificial Intelligence · Computer Science 2018-05-08 Adam Summerville , Sam Snodgrass , Matthew Guzdial , Christoffer Holmgård , Amy K. Hoover , Aaron Isaksen , Andy Nealen , Julian Togelius

Let's Plays of video games represent a relatively unexplored area for experimental AI in games. In this short paper, we discuss an approach to generate automated commentary for Let's Play videos, drawing on convolutional deep neural…

Computation and Language · Computer Science 2019-09-10 Shukan Shah , Matthew Guzdial , Mark O. Riedl

Landscape design is a complex process that requires designers to engage in intricate planning, analysis, and decision-making. This process involves the integration and reconstruction of science, art, and technology. Traditional landscape…

Human-Computer Interaction · Computer Science 2025-03-24 Yue Xing , Wensheng Gan , Qidi Chen , Philip S. Yu

While games have been used extensively as milestones to evaluate game-playing AI, there exists no standardised framework for reporting the obtained observations. As a result, it remains difficult to draw general conclusions about the…

Artificial Intelligence · Computer Science 2020-07-07 Vanessa Volz , Boris Naujoks

With respect to digital games, older adults are a demographic that is often underserved due to an industry-wide focus on younger audiences' preferences and skill sets. Meanwhile, as artificial intelligence (AI) continues to expand into…

Human-Computer Interaction · Computer Science 2025-06-10 Yichi Zhang , Brandon Lyman , Celia Pearce , Miso Kim , Casper Harteveld , Leanne Chukoskie , Bob De Schutter
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