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Large Language Models (LLMs) have demonstrated impressive text generation capabilities, prompting us to reconsider the future of human-AI co-creation and how humans interact with LLMs. In this paper, we present a spectrum of content…

Artificial Intelligence · Computer Science 2023-03-15 Zijian Ding , Joel Chan

Longitudinal Dialogues (LD) are the most challenging type of conversation for human-machine dialogue systems. LDs include the recollections of events, personal thoughts, and emotions specific to each individual in a sparse sequence of…

Computation and Language · Computer Science 2023-11-01 Seyed Mahed Mousavi , Simone Caldarella , Giuseppe Riccardi

This work introduces World-GAN, the first method to perform data-driven Procedural Content Generation via Machine Learning in Minecraft from a single example. Based on a 3D Generative Adversarial Network (GAN) architecture, we are able to…

Machine Learning · Computer Science 2021-06-21 Maren Awiszus , Frederik Schubert , Bodo Rosenhahn

People enjoy encounters with generative software, but rarely are they encouraged to interact with, understand or engage with it. In this paper we define the term 'PCG-based game', and explain how this concept follows on from the idea of an…

Artificial Intelligence · Computer Science 2016-10-12 Michael Cook , Mirjam Eladhari , Andy Nealen , Mike Treanor , Eddy Boxerman , Alex Jaffe , Paul Sottosanti , Steve Swink

Although procedural generation is popular among game developers, academic research on the topic has primarily focused on new applications, with some research into empirical analysis. In this paper we relate theoretical work in information…

Artificial Intelligence · Computer Science 2023-05-04 Younès Rabii , Michael Cook

To best assist human designers with different styles, Machine Learning (ML) systems need to be able to adapt to them. However, there has been relatively little prior work on how and when to best adapt an ML system to a co-designer. In this…

Machine Learning · Computer Science 2022-05-20 Emily Halina , Matthew Guzdial

We propose the problem of tutorial generation for games, i.e. to generate tutorials which can teach players to play games, as an AI problem. This problem can be approached in several ways, including generating natural language descriptions…

Artificial Intelligence · Computer Science 2018-05-31 Michael Cerny Green , Ahmed Khalifa , Gabriella A. B. Barros , Julian Togelius

Procedural Content Generation (PCG) is widely used to create scalable and diverse environments in games. However, existing methods, such as the Wave Function Collapse (WFC) algorithm, are often limited to static scenarios and lack the…

Artificial Intelligence · Computer Science 2025-03-14 Aniruddha Srinivas Joshi

Open-endedness, primarily studied in the context of artificial life, is the ability of systems to generate potentially unbounded ontologies of increasing novelty and complexity. Engineering generative systems displaying at least some degree…

Neural and Evolutionary Computing · Computer Science 2020-08-31 Aaron Dharna , Julian Togelius , L. B. Soros

The surge in popularity of large language models (LLMs) has opened doors for new approaches to the creation of interactive agents. However, managing and interpreting the temporal behavior of such agents over the course of a potentially…

Artificial Intelligence · Computer Science 2024-08-29 Raven Rothkopf , Hannah Tongxin Zeng , Mark Santolucito

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…

Neural and Evolutionary Computing · Computer Science 2022-04-15 Michael Beukman , Christopher W Cleghorn , Steven James

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…

Artificial Intelligence · Computer Science 2024-07-11 Steph Buongiorno , Lawrence Jake Klinkert , Tanishq Chawla , Zixin Zhuang , Corey Clark

Besides independent learning, human learning process is highly improved by summarizing what has been learned, communicating it with peers, and subsequently fusing knowledge from different sources to assist the current learning goal. This…

Machine Learning · Computer Science 2017-02-21 Kaixiang Lin , Shu Wang , Jiayu Zhou

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…

Artificial Intelligence · Computer Science 2022-04-12 Michael Cerny Green , Ahmed Khalifa , M Charity , Julian Togelius

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…

Computation and Language · Computer Science 2024-05-14 Muhammad U. Nasir , Steven James , Julian Togelius

In this work, we consider the problem of procedural content generation for video game levels. Prior approaches have relied on evolutionary search (ES) methods capable of generating diverse levels, but this generation procedure is slow,…

Artificial Intelligence · Computer Science 2022-08-01 Nicholas Muir , Steven James

Large language models (LLMs) have taken the scientific world by storm, changing the landscape of natural language processing and human-computer interaction. These powerful tools can answer complex questions and, surprisingly, perform…

Artificial Intelligence · Computer Science 2023-11-14 Pier Luca Lanzi , Daniele Loiacono

Generative Adversarial Networks (GANs) are a powerful indirect genotype-to-phenotype mapping for evolutionary search. Much previous work applying GANs to level generation focuses on fixed-size segments combined into a whole level, but…

Neural and Evolutionary Computing · Computer Science 2022-05-02 Jacob Schrum , Benjamin Capps , Kirby Steckel , Vanessa Volz , Sebastian Risi

Serious Games (SGs) are nowadays shifting focus to include procedural content generation (PCG) in the development process as a means of offering personalized and enhanced player experience. However, the development of a framework to assess…

We introduce the Chronicle Challenge as an optional addition to the Settlement Generation Challenge in Minecraft. One of the foci of the overall competition is adaptive procedural content generation (PCG), an arguably under-explored problem…

Artificial Intelligence · Computer Science 2019-05-16 Christoph Salge , Christian Guckelsberger , Michael Cerny Green , Rodrigo Canaan , Julian Togelius
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