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This paper proposes a robot assembly planning method by automatically reading the graphical instruction manuals design for humans. Essentially, the method generates an Assembly Task Sequence Graph (ATSG) by recognizing a graphical…

机器人学 · 计算机科学 2021-06-02 Issei Sera , Natsuki Yamanobe , Ixchel G. Ramirez-Alpizar , Zhenting Wang , Weiwei Wan , Kensuke Harada

Automated game design (AGD), the study of automatically generating game rules, has a long history in technical games research. AGD approaches generally rely on approximations of human play, either objective functions or AI agents. Despite…

人工智能 · 计算机科学 2023-10-06 Johor Jara Gonzalez , Seth Cooper , Matthew Guzdial

Procedural Content Generation via Machine Learning (PCGML) refers to a group of methods for creating game content (e.g. platformer levels, game maps, etc.) using machine learning models. PCGML approaches rely on black box models, which can…

人工智能 · 计算机科学 2020-10-06 Faraz Khadivpour , Matthew Guzdial

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

The prototyping of computer games, particularly card games, requires extensive human effort in creative ideation and gameplay evaluation. Recent advances in Large Language Models (LLMs) offer opportunities to automate and streamline these…

计算与语言 · 计算机科学 2025-09-10 Danrui Li , Sen Zhang , Sam S. Sohn , Kaidong Hu , Muhammad Usman , Mubbasir Kapadia

This paper introduces a fully automatic method of mechanic illumination for general video game level generation. Using the Constrained MAP-Elites algorithm and the GVG-AI framework, this system generates the simplest tile based levels that…

人工智能 · 计算机科学 2022-08-25 M Charity , Michael Cerny Green , Ahmed Khalifa , Julian Togelius

In this paper, we propose a method and workflow for automating regression testing of certain video game aspects using automated planning and incremental action model learning techniques. The basic idea is to use detailed game logs and…

人机交互 · 计算机科学 2024-04-03 Tomáš Balyo , G. Michael Youngblood , Filip Dvořák , Lukáš Chrpa , Roman Barták

Excel is one of the most widely used productivity tools across domains, offering rich functionality but also overwhelming users with its complexity. This creates a persistent demand for tutorials to support effective usage. However, while…

Deep learning agents can achieve high performance in complex game domains without often understanding the underlying causal game mechanics. To address this, we investigate Causal Induction: the ability to infer governing laws from…

人工智能 · 计算机科学 2026-02-03 Mohit Jiwatode , Alexander Dockhorn , Bodo Rosenhahn

To solve a text-based game, an agent needs to formulate valid text commands for a given context and find the ones that lead to success. Recent attempts at solving text-based games with deep reinforcement learning have focused on the latter,…

机器学习 · 计算机科学 2018-12-04 Ruo Yu Tao , Marc-Alexandre Côté , Xingdi Yuan , Layla El Asri

GraphFlow is a visual workflow system designed to improve the reliability of agentic AI automation in multi-step, mission-critical processes. In these workflows, small errors compound rapidly: under an idealized model of independent steps,…

人工智能 · 计算机科学 2026-05-15 Drewry H. Morris , Luis Valles , Reza Hosseini Ghomi

There are several different game description languages (GDLs), each intended to allow wide ranges of arbitrary games (i.e., general games) to be described in a single higher-level language than general-purpose programming languages. Games…

人工智能 · 计算机科学 2024-06-14 Dennis J. N. J. Soemers , Éric Piette , Matthew Stephenson , Cameron Browne

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 propose a method to construct finite-state reactive controllers for systems whose interactions with their adversarial environment are modeled by infinite-duration two-player games over (possibly) infinite graphs. The proposed method…

形式语言与自动机理论 · 计算机科学 2016-01-08 Daniel Neider , Ufuk Topcu

We propose a new General Game Playing (GGP) system called Regular Games (RG). The main goal of RG is to be both computationally efficient and convenient for game design. The system consists of several languages. The core component is a…

人工智能 · 计算机科学 2025-11-14 Radosław Miernik , Marek Szykuła , Jakub Kowalski , Jakub Cieśluk , Łukasz Galas , Wojciech Pawlik

This paper introduces the unsupervised learning problem of playable video generation (PVG). In PVG, we aim at allowing a user to control the generated video by selecting a discrete action at every time step as when playing a video game. The…

计算机视觉与模式识别 · 计算机科学 2021-01-29 Willi Menapace , Stéphane Lathuilière , Sergey Tulyakov , Aliaksandr Siarohin , Elisa Ricci

The Game Description Language (GDL) is a widely used formalism for specifying the rules of general games. Writing correct GDL descriptions can be challenging, especially for non-experts. Automated theorem proving has been proposed to assist…

计算机科学中的逻辑 · 计算机科学 2025-08-15 Yifan He , Munyque Mittelmann , Aniello Murano , Abdallah Saffidine , Michael Thielscher

Designs and artworks are ubiquitous across various creative fields, requiring graphic design skills and dedicated software to create compositions that include many graphical elements, such as logos, icons, symbols, and art scenes, which are…

计算机视觉与模式识别 · 计算机科学 2024-08-28 Fabio Quattrini , Vittorio Pippi , Silvia Cascianelli , Rita Cucchiara

The Instruction-Driven Game Engine (IDGE) project aims to democratize game development by enabling a large language model (LLM) to follow free-form game descriptions and generate game-play processes. The IDGE allows users to create games…

人工智能 · 计算机科学 2024-10-18 Hongqiu Wu , Xingyuan Liu , Yan Wang , Hai Zhao

This paper presents a novel framework for automated game template generation by transforming Game Design Documents (GDDs) into functional Unity game prototypes using Natural Language Processing (NLP) and multi-modal Large Language Models…

人工智能 · 计算机科学 2025-09-12 Amna Hassan