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Real-Time Strategy (RTS) game unit generation is an unexplored area of Procedural Content Generation (PCG) research, which leaves the question of how to automatically generate interesting and balanced units unanswered. Creating unique and…

人工智能 · 计算机科学 2022-12-08 Kynan Sorochan , Matthew Guzdial

Procedural Content Generation via Machine Learning (PCGML) faces a significant hurdle that sets it apart from other fields, such as image or text generation, which is limited annotated data. Many existing methods for procedural level…

计算机视觉与模式识别 · 计算机科学 2023-06-30 Negar Mirgati , Matthew Guzdial

It has recently been shown that reinforcement learning can be used to train generators capable of producing high-quality game levels, with quality defined in terms of some user-specified heuristic. To ensure that these generators' output is…

机器学习 · 计算机科学 2021-05-10 Sam Earle , Maria Edwards , Ahmed Khalifa , Philip Bontrager , Julian Togelius

Procedural content generation via machine learning (PCGML) is the process of procedurally generating game content using models trained on existing game content. PCGML methods can struggle to capture the true variance present in underlying…

机器学习 · 计算机科学 2021-07-28 Bowei Li , Ruohan Chen , Yuqing Xue , Ricky Wang , Wenwen Li , Matthew Guzdial

In recent years, with the development of deep learning, text generation technology has undergone great changes and provided many kinds of services for human beings, such as restaurant reservation and daily communication. The automatically…

计算与语言 · 计算机科学 2020-12-25 Bin Guo , Hao Wang , Yasan Ding , Wei Wu , Shaoyang Hao , Yueqi Sun , Zhiwen Yu

We present a new approach ARLPCG: Adversarial Reinforcement Learning for Procedural Content Generation, which procedurally generates and tests previously unseen environments with an auxiliary input as a control variable. Training RL agents…

机器学习 · 计算机科学 2021-06-11 Linus Gisslén , Andy Eakins , Camilo Gordillo , Joakim Bergdahl , Konrad Tollmar

Games are complex, multi-faceted systems that share common elements and underlying narratives, such as the conflict between a hero and a big bad enemy or pursuing a goal that requires overcoming challenges. However, identifying and…

人工智能 · 计算机科学 2022-10-12 Alberto Alvarez , Jose Font

We propose a new General Game Playing (GGP) language called Regular Boardgames (RBG), which is based on the theory of regular languages. The objective of RBG is to join key properties as expressiveness, efficiency, and naturalness of the…

人工智能 · 计算机科学 2018-11-14 Jakub Kowalski , Maksymilian Mika , Jakub Sutowicz , Marek Szykuła

Procedural Content Generation via Machine Learning (PCGML) has enhanced game content creation, yet challenges in controllability and limited training data persist. This study addresses these issues by distilling a constructive PCG algorithm…

We provide a compositional coalgebraic semantics for strategic games. In our framework, like in the semantics of functional programming languages, coalgebras represent the observable behaviour of systems derived from the behaviour of the…

计算机科学与博弈论 · 计算机科学 2017-12-25 Achim Blumensath , Viktor Winschel

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

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 improve the informativeness of models for conditional text generation using techniques from computational pragmatics. These techniques formulate language production as a game between speakers and listeners, in which a speaker should…

计算与语言 · 计算机科学 2019-04-05 Sheng Shen , Daniel Fried , Jacob Andreas , Dan Klein

Human computation games (HCGs) are a crowdsourcing approach to solving computationally-intractable tasks using games. In this paper, we describe the need for generalizable HCG design knowledge that accommodates the needs of both players and…

人机交互 · 计算机科学 2017-06-13 Kristin Siu , Alexander Zook , Mark O. Riedl

Imaginative play is an area of creativity that could allow robots to engage with the world around them in a much more personified way. Imaginary play can be seen as taking real objects and locations and using them as imaginary objects and…

计算与语言 · 计算机科学 2023-08-04 Zexin Chen , Eric Zhou , Kenneth Eaton , Xiangyu Peng , Mark Riedl

We introduce the General Video Game Rule Generation problem, and the eponymous software framework which will be used in a new track of the General Video Game AI (GVGAI) competition. The problem is, given a game level as input, to generate…

人工智能 · 计算机科学 2019-06-13 Ahmed Khalifa , Michael Cerny Green , Diego Perez-Liebana , Julian Togelius

We designed and built a game called \textit{Immersive Text Game}, which allows the player to choose a story and a character, and interact with other characters in the story in an immersive manner of dialogues. The game is based on several…

计算与语言 · 计算机科学 2022-03-22 Wanshui Li , Yifan Bai , Jiaxuan Lu , Kexin Yi

Hybrid games are models which combine discrete, continuous, and adversarial dynamics. Game logic enables proving (classical) existence of winning strategies. We introduce constructive differential game logic (CdGL) for hybrid games, where…

计算机科学中的逻辑 · 计算机科学 2022-10-07 Rose Bohrer , André Platzer

Procedural content generation via machine learning (PCGML) in games involves using machine learning techniques to create game content such as maps and levels. 2D tile-based game levels have consistently served as a standard dataset for…

机器学习 · 计算机科学 2025-04-08 Mahsa Bazzaz , Seth Cooper

Procedural Content Generation (PCG) offers scalable methods for algorithmically creating complex, customizable worlds. However, controlling these pipelines requires the precise configuration of opaque technical parameters. We propose a…

人工智能 · 计算机科学 2025-12-15 Lim Chien Her , Ming Yan , Yunshu Bai , Ruihao Li , Hao Zhang