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If you are an artificial intelligence researcher, you should look to video games as ideal testbeds for the work you do. If you are a video game developer, you should look to AI for the technology that makes completely new types of games…

人工智能 · 计算机科学 2016-12-07 Julian Togelius

The AI model has surpassed human players in the game of Go, and it is widely believed that the AI model has encoded new knowledge about the Go game beyond human players. In this way, explaining the knowledge encoded by the AI model and…

人工智能 · 计算机科学 2023-10-17 Huilin Zhou , Huijie Tang , Mingjie Li , Hao Zhang , Zhenyu Liu , Quanshi Zhang

Few classical games have been regarded as such significant benchmarks of artificial intelligence as to have justified training costs in the millions of dollars. Among these, Stratego -- a board wargame exemplifying the challenge of…

机器学习 · 计算机科学 2025-11-11 Samuel Sokota , Eugene Vinitsky , Hengyuan Hu , J. Zico Kolter , Gabriele Farina

Games have been the perfect test-beds for artificial intelligence research for the characteristics that widely exist in real-world scenarios. Learning and optimisation, decision making in dynamic and uncertain environments, game theory,…

人工智能 · 计算机科学 2024-06-05 Chengpeng Hu , Yunlong Zhao , Ziqi Wang , Haocheng Du , Jialin Liu

MOBAs represent a huge segment of online gaming and are growing as both an eSport and a casual genre. The natural starting point for AI researchers interested in MOBAs is to develop an AI to play the game better than a human - but MOBAs…

人工智能 · 计算机科学 2017-06-13 Michael Cook , Adam Summerville , Simon Colton

We study how humans learn from AI, leveraging an introduction of an AI-powered Go program (APG) that unexpectedly outperformed the best professional player. We compare the move quality of professional players to APG's superior solutions…

综合经济学 · 经济学 2025-01-13 Sukwoong Choi , Hyo Kang , Namil Kim , Junsik Kim

We compare complex networks built from the game of go and obtained from databases of human-played games with those obtained from computer-played games. Our investigations show that statistical features of the human-based networks and the…

社会与信息网络 · 计算机科学 2017-11-16 C. Coquidé , B. Georgeot , O. Giraud

Artificial intelligence (AI) has enabled agents to master complex video games, from first-person shooters like Counter-Strike to real-time strategy games such as StarCraft II and racing games like Gran Turismo. While these achievements are…

In today's rapidly evolving military landscape, advancing artificial intelligence (AI) in support of wargaming becomes essential. Despite reinforcement learning (RL) showing promise for developing intelligent agents, conventional RL faces…

机器学习 · 计算机科学 2024-08-27 Scotty Black

Video games are a natural and synergistic application domain for artificial intelligence (AI) systems, offering both the potential to enhance player experience and immersion, as well as providing valuable benchmarks and virtual environments…

机器学习 · 计算机科学 2024-12-19 Markus Dablander

In this article, we review recent Deep Learning advances in the context of how they have been applied to play different types of video games such as first-person shooters, arcade games, and real-time strategy games. We analyze the unique…

人工智能 · 计算机科学 2019-02-19 Niels Justesen , Philip Bontrager , Julian Togelius , Sebastian Risi

To some, the advent of artificial intelligence (AI) promises better decision-making and increased military effectiveness while reducing the influence of human error and emotions. However, there is still debate about how AI systems,…

计算机与社会 · 计算机科学 2024-10-04 Max Lamparth , Anthony Corso , Jacob Ganz , Oriana Skylar Mastro , Jacquelyn Schneider , Harold Trinkunas

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

Live Action Role-Playing (LARP) games and similar experiences are becoming a popular game genre. Here, we discuss how artificial intelligence techniques, particularly those commonly used in AI for Games, could be applied to LARP. We discuss…

人工智能 · 计算机科学 2020-08-26 Christoph Salge , Emily Short , Mike Preuss , Spyridion Samothrakis , Pieter Spronck

Wargames are a powerful tool for understanding and rehearsing real-world decision making. Automated play of wargames using artificial intelligence (AI) enables possibilities beyond those of human-conducted games, such as playing the game…

计算与语言 · 计算机科学 2024-04-18 Daniel P. Hogan , Andrea Brennen

Arguably, for the latter part of the late 20th and early 21st centuries, games have been seen as the drosophila of AI. Games are a set of exciting testbeds, whose solutions (in terms of identifying optimal players) would lead to machines…

人工智能 · 计算机科学 2024-06-28 Spyridon Samothrakis , Dennis J. N. J. Soemers , Damian Machlanski

In recent years, machine learning approaches have made dramatic advances, reaching superhuman performance in Go, Atari, and poker variants. These games, and others before them, have served not only as a testbed but have also helped to push…

人工智能 · 计算机科学 2024-05-14 Danny Halawi , Aron Sarmasi , Siena Saltzen , Joshua McCoy

The Google DeepMind challenge match in March 2016 was a historic achievement for computer Go development. This article discusses the development of computational intelligence (CI) and its relative strength in comparison with human…

The quality of opponent Artificial Intelligence (AI) in fighting videogames is crucial. Some other game genres can rely on their story or visuals, but fighting games are all about the adversarial experience. In this paper, we will introduce…

人工智能 · 计算机科学 2020-07-27 Ignacio Gajardo , Felipe Besoain , Nicolas A. Barriga

Recent advances in Artificial Intelligence have produced agents that can beat human world champions at games like Go, Starcraft, and Dota2. However, most of these models do not seem to play in a human-like manner: People infer others'…

人工智能 · 计算机科学 2020-08-03 Terence X. Lim , Sidney Tio , Desmond C. Ong