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Across a growing number of domains, human experts are expected to learn from and adapt to AI with superior decision making abilities. But how can we quantify such human adaptation to AI? We develop a simple measure of human adaptation to AI…

Human-Computer Interaction · Computer Science 2021-02-02 Minkyu Shin , Jin Kim , Minkyung Kim

The process of playtesting a game is subjective, expensive and incomplete. In this paper, we present a playtesting approach that explores the game space with automated agents and collects data to answer questions posed by the designers.…

Artificial Intelligence · Computer Science 2018-11-19 Fernando de Mesentier Silva , Igor Borovikov , John Kolen , Navid Aghdaie , Kazi Zaman

Today, AI is being increasingly used to help human experts make decisions in high-stakes scenarios. In these scenarios, full automation is often undesirable, not only due to the significance of the outcome, but also because human experts…

Artificial Intelligence · Computer Science 2020-01-08 Yunfeng Zhang , Q. Vera Liao , Rachel K. E. Bellamy

Artificial intelligence (AI) systems are increasingly adopted as tool-using agents that can plan, observe their environment, and take actions over extended time periods. This evolution challenges current evaluation practices where the AI…

Cryptography and Security · Computer Science 2026-03-17 Simone Aonzo , Merve Sahin , Aurélien Francillon , Daniele Perito

Game theory offers a powerful framework for analyzing strategic interactions among decision-makers, providing tools to model, analyze, and predict their behavior. However, implementing game theory can be challenging due to difficulties in…

Computer Science and Game Theory · Computer Science 2024-05-15 Yaoqi Yang , Hongyang Du , Geng Sun , Zehui Xiong , Dusit Niyato , Zhu Han

Software testing ensures that a system functions correctly, meets specified requirements, and maintains high quality. As artificial intelligence and machine learning (ML) technologies become integral to software systems, testing has evolved…

Software Engineering · Computer Science 2025-07-29 Ronnie de Souza Santos , Matheus de Morais Leca , Reydne Santos , Cleyton Magalhaes

Cooperation is a vital social behavior that plays a crucial role in human prosperity, enabling conflict resolution and averting disastrous outcomes. With the increasing presence of autonomous agents (AAs), human-agent interaction becomes…

Physics and Society · Physics 2024-02-05 Hao Guo , Chen Shen , Shuyue Hu , Junliang Xing , Pin Tao , Yuanchun Shi , Zhen Wang

Game AI designers must manage complex interactions between the AI character, the game world, and the player, while achieving their design visions. Computational co-creativity tools can aid them, but first, AI and HCI researchers must gather…

Human-Computer Interaction · Computer Science 2021-07-30 Nathan Partlan , Erica Kleinman , Jim Howe , Sabbir Ahmad , Stacy Marsella , Magy Seif El-Nasr

The complexity of computer games is ever increasing. In this setup, guiding an automated test algorithm to find a solution to solve a testing task in a game's huge interaction space is very challenging. Having a model of a system to…

Software Engineering · Computer Science 2022-11-15 Samira Shirzadehhajimahmood , I. S. W. B. Prasetya , Frank Dignum , Mehdi Dastani

Using a high-stakes thermodynamics exam as sample (252~students, four multipart problems), we investigate the viability of four workflows for AI-assisted grading of handwritten student solutions. We find that the greatest challenge lies in…

Physics Education · Physics 2024-06-27 Gerd Kortemeyer , Julian Nöhl , Daria Onishchuk

Amid ongoing policy and managerial debates on keeping humans in the loop of AI decision-making, we investigate whether human involvement in AI-based service production benefits downstream consumers. Partnering with a large savings bank in…

General Economics · Economics 2025-06-05 Cathy , Yang , Kevin Bauer , Xitong Li , Oliver Hinz

Embedding artificial intelligence into systems introduces significant challenges to modern engineering practices. Hazard analysis tools and processes have not yet been adequately adapted to the new paradigm. This paper describes initial…

Software Engineering · Computer Science 2022-03-30 Nikolas Martelaro , Carol J. Smith , Tamara Zilovic

The human ability to learn rules and solve problems has been a central concern of cognitive science research since the field's earliest days. But we do not just follow rules and solve problems given to us by others: we modify those rules,…

Can artificial intelligence truly contribute to creative mathematical research, or does it merely automate routine calculations while introducing risks of error? We provide empirical evidence through a detailed case study: the discovery of…

Artificial Intelligence · Computer Science 2026-04-17 Tan Bui-Thanh

Despite the growing interest in human-AI decision making, experimental studies with domain experts remain rare, largely due to the complexity of working with domain experts and the challenges in setting up realistic experiments. In this…

In recent years, artificial intelligence (AI) technologies have found industrial applications in various fields. AI systems typically possess complex software and heterogeneous CPU/GPU hardware architecture, making it difficult to answer…

Software Engineering · Computer Science 2022-04-08 Vyacheslav Zhdanovskiy , Lev Teplyakov , Anton Grigoryev

We show that the ability to lead groups of humans is predicted by leadership skill with Artificially Intelligent agents. In a large pre-registered lab experiment, human leaders worked with AI agents to solve problems. Their performance on…

General Economics · Economics 2025-08-06 Ben Weidmann , Yixian Xu , David J. Deming

Artificial intelligence-based systems for player risk detection have become central to harm prevention efforts in the gambling industry. However, growing concerns around transparency and effectiveness have highlighted the absence of…

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,…

Computers and Society · Computer Science 2024-10-04 Max Lamparth , Anthony Corso , Jacob Ganz , Oriana Skylar Mastro , Jacquelyn Schneider , Harold Trinkunas

Optimizing human-AI interaction requires users to reflect on their own performance critically. Our paper examines whether people using AI to complete tasks can accurately monitor how well they perform. In Study 1, participants (N = 246)…

Human-Computer Interaction · Computer Science 2025-10-31 Daniela Fernandes , Steeven Villa , Salla Nicholls , Otso Haavisto , Daniel Buschek , Albrecht Schmidt , Thomas Kosch , Chenxinran Shen , Robin Welsch