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World-building, the process of developing both the narrative and physical world of a game, plays a vital role in the game's experience. Critically-acclaimed independent and AAA video games are praised for strong world-building, with game…

人工智能 · 计算机科学 2024-08-19 Yi Wang , Jieliang Luo , Adam Gaier , Evan Atherton , Hilmar Koch

StarCraft, one of the most popular real-time strategy games, is a compelling environment for artificial intelligence research for both micro-level unit control and macro-level strategic decision making. In this study, we address an eminent…

Real-time strategy (RTS) games make heavy use of artificial intelligence (AI), especially in the design of computerized opponents. Because of the computational complexity involved in managing all aspects of these games, many AI opponents…

人工智能 · 计算机科学 2014-03-07 Ian Helmke , Daniel Kreymer , Karl Wiegand

Answer set programming (ASP) aims to realize the AI vision: The user specifies the problem, and the computer solves it. Indeed, ASP has made this vision true in many application domains. However, will current ASP solving techniques scale up…

人工智能 · 计算机科学 2026-01-08 Veronika Semmelrock , Gerhard Friedrich

A reinforcement learning environment with adversary agents is proposed in this work for pursuit-evasion game in the presence of fog of war, which is of both scientific significance and practical importance in aerospace applications. One of…

机器学习 · 计算机科学 2021-08-26 X. Huang

We consider the problem of high-level strategy selection in the adversarial setting of real-time strategy games from a reinforcement learning perspective, where taking an action corresponds to switching to the respective strategy. Here, a…

机器学习 · 计算机科学 2018-11-22 Jonas Gehring , Da Ju , Vegard Mella , Daniel Gant , Nicolas Usunier , Gabriel Synnaeve

Recently, multiple approaches for creating agents for playing various complex real-time computer games such as StarCraft II or Dota 2 were proposed, however, they either embed a significant amount of expert knowledge into the agent or use a…

人工智能 · 计算机科学 2021-09-28 Michał Opanowicz

This paper considers a game version of the general position problem in which a general position set is built through adversarial play. Two players in a graph, Builder and Blocker, take it in turns to add a vertex to a set, such that the…

组合数学 · 数学 2024-07-03 Sandi Klavžar , Jing Tian , James Tuite

Learning to program has become common in schools, higher education and individual learning. Although testing is an important aspect of programming, it is often neglected in education due to a perceived lack of time and knowledge, or simply…

软件工程 · 计算机科学 2023-04-06 Philipp Straubinger , Laura Caspari , Gordon Fraser

Modeling a structured, dynamic environment like a video game requires keeping track of the objects and their states declarative knowledge) as well as predicting how objects behave (procedural knowledge). Black-box models with a monolithic…

While deep reinforcement learning techniques have led to agents that are successfully able to learn to perform a number of tasks that had been previously unlearnable, these techniques are still susceptible to the longstanding problem of…

多媒体 · 计算机科学 2019-06-07 Nicholas Waytowich , Sean L. Barton , Vernon Lawhern , Ethan Stump , Garrett Warnell

This work addresses the problem of planting and defending cryptographic-based backdoors in artificial intelligence (AI) models. The motivation comes from our lack of understanding and the implications of using cryptographic techniques for…

机器学习 · 计算机科学 2024-05-24 Peter Bajcsy , Maxime Bros

In strategy games, one of the most important aspects of game design is maintaining a sense of challenge for players. Many mobile titles feature quick gameplay loops that allow players to progress steadily, requiring an abundance of levels…

机器学习 · 计算机科学 2024-06-13 Joakim Bergdahl , Alessandro Sestini , Linus Gisslén

This work introduces the dynamic Defender-Attacker Blotto (dDAB) game, extending the classical static Blotto game to a dynamic resource allocation setting over graphs. In the dDAB game, a defender is required to maintain numerical…

多智能体系统 · 计算机科学 2026-03-26 Yue Guan , Daigo Shishika , Jason R. Marden , Michael Dorothy , Panagiotis Tsiotras , Vijay Kumar

We propose a framework for cyber risk assessment and mitigation which models attackers as formal planners and defenders as interdicting such plans. We illustrate the value of plan interdiction problems by first modeling network cyber risk…

密码学与安全 · 计算机科学 2018-11-16 Yevgeniy Vorobeychik , Michael Pritchard

Going from research to production, especially for large and complex software systems, is fundamentally a hard problem. In large-scale game production, one of the main reasons is that the development environment can be very different from…

软件工程 · 计算机科学 2023-07-24 Jonas Gillberg , Joakim Bergdahl , Alessandro Sestini , Andrew Eakins , Linus Gisslen

This paper studies a variant of the multi-player reach-avoid game played between intruders and defenders with applications to perimeter defense. The intruder team tries to score by sending as many intruders as possible to the target area,…

系统与控制 · 电气工程与系统科学 2020-06-05 Daigo Shishika , James Paulos , Vijay Kumar

We present a novel modular architecture for StarCraft II AI. The architecture splits responsibilities between multiple modules that each control one aspect of the game, such as build-order selection or tactics. A centralized scheduler…

人工智能 · 计算机科学 2018-11-09 Dennis Lee , Haoran Tang , Jeffrey O Zhang , Huazhe Xu , Trevor Darrell , Pieter Abbeel

This paper advocates the exploration of the full state of recorded real-time strategy (RTS) games, by human or robotic players, to discover how to reason about tactics and strategy. We present a dataset of StarCraft games encompassing the…

人工智能 · 计算机科学 2012-11-20 Gabriel Synnaeve , Pierre Bessiere

We present a dockerized version of a real-time strategy game StarCraft: Brood War, commonly used as a domain for AI research, with a pre-installed collection of AI developement tools supporting all the major types of StarCraft bots. This…

人工智能 · 计算机科学 2018-01-09 Michal Šustr , Jan Malý , Michal Čertický
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