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While Artificial Intelligence has successfully outperformed humans in complex combinatorial games (such as chess and checkers), humans have retained their supremacy in social interactions that require intuition and adaptation, such as…

计算机与社会 · 计算机科学 2014-04-22 Fatimah Ishowo-Oloko , Jacob Crandall , Manuel Cebrian , Sherief Abdallah , Iyad Rahwan

Chess has long been a testbed for AI's quest to match human intelligence, and in recent years, chess AI systems have surpassed the strongest humans at the game. However, these systems are not human-aligned; they are unable to match the…

机器学习 · 计算机科学 2024-10-08 Yiming Zhang , Athul Paul Jacob , Vivian Lai , Daniel Fried , Daphne Ippolito

As artificial intelligence becomes increasingly intelligent---in some cases, achieving superhuman performance---there is growing potential for humans to learn from and collaborate with algorithms. However, the ways in which AI systems…

人工智能 · 计算机科学 2020-07-15 Reid McIlroy-Young , Siddhartha Sen , Jon Kleinberg , Ashton Anderson

AI systems that can capture human-like behavior are becoming increasingly useful in situations where humans may want to learn from these systems, collaborate with them, or engage with them as partners for an extended duration. In order to…

人工智能 · 计算机科学 2022-06-17 Reid McIlroy-Young , Russell Wang , Siddhartha Sen , Jon Kleinberg , Ashton Anderson

There are an increasing number of domains in which artificial intelligence (AI) systems both surpass human ability and accurately model human behavior. This introduces the possibility of algorithmically-informed teaching in these domains…

人工智能 · 计算机科学 2024-11-04 Zhenwei Tang , Difan Jiao , Reid McIlroy-Young , Jon Kleinberg , Siddhartha Sen , Ashton Anderson

Accurately estimating human skill levels is crucial for designing effective human-AI interactions so that AI can provide appropriate challenges or guidance. In games where AI players have beaten top human professionals, strength estimation…

机器学习 · 计算机科学 2025-05-02 Kyota Kuboki , Tatsuyoshi Ogawa , Chu-Hsuan Hsueh , Shi-Jim Yen , Kokolo Ikeda

Chess engines passed human strength years ago, but they still don't play like humans. A grandmaster under clock pressure blunders in ways a club player on a hot streak never would. Conventional engines capture none of this. This paper…

人工智能 · 计算机科学 2026-03-06 Diego Armando Resendez Prado

Do AI systems truly understand human concepts or merely mimic surface patterns? We investigate this through chess, where human creativity meets precise strategic concepts. Analyzing a 270M-parameter transformer that achieves…

Recently, Artificial Intelligence (AI) technology use has been rising in sports to reach decisions of various complexity. At a relatively low complexity level, for example, major tennis tournaments replaced human line judges with Hawk-Eye…

理论经济学 · 经济学 2024-07-19 Nejat Anbarci , Mehmet S. Ismail

Predicting player behavior in strategic games, especially complex ones like chess, presents a significant challenge. The difficulty arises from several factors. First, the sheer number of potential outcomes stemming from even a single…

机器学习 · 计算机科学 2025-04-09 Benny Skidanov , Daniel Erbesfeld , Gera Weiss , Achiya Elyasaf

From the beginning if the history of AI, there has been interest in games as a platform of research. As the field developed, human-level competence in complex games became a target researchers worked to reach. Only relatively recently has…

人工智能 · 计算机科学 2019-08-30 Rodrigo Canaan , Christoph Salge , Julian Togelius , Andy Nealen

It has long been believed that Chess is the \emph{Drosophila} of Artificial Intelligence (AI). Studying Chess can productively provide valid knowledge about complex systems. Although remarkable progress has been made on solving Chess, the…

人工智能 · 计算机科学 2021-10-25 Ricky Sanjaya , Jun Wang , Yaodong Yang

Understanding how people behave in strategic settings--where they make decisions based on their expectations about the behavior of others--is a long-standing problem in the behavioral sciences. We conduct the largest study to date of…

综合经济学 · 经济学 2024-08-16 Jian-Qiao Zhu , Joshua C. Peterson , Benjamin Enke , Thomas L. Griffiths

AI-controlled characters in fighting games are expected to possess reasonably high skills and behave in a believable, human-like manner, exhibiting a diversity of play styles and strategies. Thus, the development of fighting game AI…

人工智能 · 计算机科学 2021-08-10 Kaori Yuda , Shota Kamei , Riku Tanji , Ryoya Ito , Ippo Wakana , Maxim Mozgovoy

Powerful artificial intelligence systems are often used in settings where they must interact with agents that are computationally much weaker, for example when they work alongside humans or operate in complex environments where some tasks…

人工智能 · 计算机科学 2024-05-09 Karim Hamade , Reid McIlroy-Young , Siddhartha Sen , Jon Kleinberg , Ashton Anderson

Humans strive to design safe AI systems that align with our goals and remain under our control. However, as AI capabilities advance, we face a new challenge: the emergence of deeper, more persistent relationships between humans and AI…

人机交互 · 计算机科学 2025-02-05 Hannah Rose Kirk , Iason Gabriel , Chris Summerfield , Bertie Vidgen , Scott A. Hale

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

Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systematically examine human preferences for collaborative agents. We…

人工智能 · 计算机科学 2025-10-28 Lukas William Mayer , Sheer Karny , Jackie Ayoub , Miao Song , Danyang Tian , Ehsan Moradi-Pari , Mark Steyvers

This paper investigates how natural language communication with an AI agent affects human cooperative behaviour in indefinitely repeated Prisoner's Dilemma games. We conduct a laboratory experiment (n = 126) with two between-subjects…

综合经济学 · 经济学 2026-03-18 Chowdhury Mohammad Sakib Anwar , Konstantinos Georgalos

Determining an individual's strategic reasoning capability based solely on choice data is a complex task. This complexity arises because sophisticated players might have non-equilibrium beliefs about others, leading to non-equilibrium…

综合经济学 · 经济学 2026-02-04 Wei James Chen , Meng-Jhang Fong , Po-Hsuan Lin
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