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Optimization of human-AI teams hinges on the AI's ability to tailor its interaction to individual human teammates. A common hypothesis in adaptive AI research is that minor differences in people's predisposition to trust can significantly…

Human-Computer Interaction · Computer Science 2023-07-28 Nikolos Gurney , David V. Pynadath , Ning Wang

Feedback from artificial intelligence (AI) is increasingly easy to access and research has already established that people learn from it. But individuals choose when and how to seek such feedback, and more engaged and motivated individuals…

General Economics · Economics 2026-04-22 Christoph Riedl , Eric Bogert

Increasing interest in ensuring the safety of next-generation Artificial Intelligence (AI) systems calls for novel approaches to embedding morality into autonomous agents. This goal differs qualitatively from traditional task-specific AI…

Artificial Intelligence · Computer Science 2025-01-17 Elizaveta Tennant , Stephen Hailes , Mirco Musolesi

To widen their accessibility and increase their utility, intelligent agents must be able to learn complex behaviors as specified by (non-expert) human users. Moreover, they will need to learn these behaviors within a reasonable amount of…

Machine Learning · Computer Science 2019-02-13 Dilip Arumugam , Jun Ki Lee , Sophie Saskin , Michael L. Littman

Although recent developments in generative AI have greatly enhanced the capabilities of conversational agents such as Google's Gemini (formerly Bard) or OpenAI's ChatGPT, it's unclear whether the usage of these agents aids users across…

Human-Computer Interaction · Computer Science 2024-04-03 Crystal Qian , James Wexler

Performance optimization is a critical yet challenging aspect of software development, often requiring a deep understanding of system behavior, algorithmic tradeoffs, and careful code modifications. Although recent advances in AI coding…

Software Engineering · Computer Science 2025-12-29 Huiyun Peng , Antonio Zhong , Ricardo Andrés Calvo Méndez , Kelechi G. Kalu , James C. Davis

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

Organizations are rapidly deploying artificial intelligence (AI) systems to manage their workers. However, AI has been found at times to be unfair to workers. Unfairness toward workers has been associated with decreased worker effort and…

Human-Computer Interaction · Computer Science 2020-02-24 Lionel P. Robert , Casey Pierce , Liz Morris , Sangmi Kim , Rasha Alahmad

Experimental evidence confirms that AI tools raise worker productivity, but also that sustained use can erode the expertise on which those gains depend. We develop a dynamic model in which a decision-maker chooses AI usage intensity for a…

Human-Computer Interaction · Computer Science 2026-05-22 Michael Caosun , Sinan Aral

While human-AI collaboration systems have increasingly been built to increase efficiency or support creativity, little work has examined how the design of interactions shapes the social connection between human and artificial agent. We…

Human-Computer Interaction · Computer Science 2026-05-26 Michael Yin , Angela Chiang , Samuel Rhys Cox , Robert Xiao

Can an expensive AI model effectively direct a cheap one to solve software engineering tasks? We study this question by introducing ManagerWorker, a two-agent pipeline where an expensive "manager" model (text-only, no code execution)…

Software Engineering · Computer Science 2026-03-30 Rui Liu

We seek measurable properties of AI agents that make them better or worse teammates from the subjective perspective of human collaborators. Our experiments use the cooperative card game Hanabi -- a common benchmark for AI-teaming research.…

Human-Computer Interaction · Computer Science 2025-03-21 Ho Chit Siu , Jaime D. Peña , Yutai Zhou , Ross E. Allen

There are many unknowns regarding the characteristics and dynamics of human-AI teams, including a lack of understanding of how certain human-human teaming concepts may or may not apply to human-AI teams and how this composition affects team…

Human-Computer Interaction · Computer Science 2021-05-25 Nathan J. McNeese , Beau G. Schelble , Lorenzo Barberis Canonico , Mustafa Demir

We conducted controlled experimental bias audits for four versions of ChatGPT, which we asked to recommend an opening offer in salary negotiations for a new hire. We submitted 98,800 prompts to each version, systematically varying the…

Computers and Society · Computer Science 2024-10-10 R. Stuart Geiger , Flynn O'Sullivan , Elsie Wang , Jonathan Lo

This study investigates students' perceptions of Artificial Intelligence (AI) grading systems in an undergraduate computer science course (n = 27), focusing on a block-based programming final project. Guided by the ethical principles…

Artificial Intelligence · Computer Science 2026-02-24 Bahare Riahi , Viktoriia Storozhevykh , Veronica Catete

AI systems are being deployed to support human decision making in high-stakes domains. In many cases, the human and AI form a team, in which the human makes decisions after reviewing the AI's inferences. A successful partnership requires…

Human-Computer Interaction · Computer Science 2019-06-06 Gagan Bansal , Besmira Nushi , Ece Kamar , Dan Weld , Walter Lasecki , Eric Horvitz

This paper discusses the use of Artificial Intelligence (AI) to enhance workplace productivity and employee well-being. By integrating machine learning (ML) techniques with neurobiological data, the proposed approaches ensure alignment with…

Artificial Intelligence · Computer Science 2025-01-07 Ravirajan K , Arvind Sundarajan

Effective workplace communication is essential for managerial success, yet many managers lack access to tailored and sustained training. Although AI-assisted communication systems may offer scalable training solutions, little is known about…

Human-Computer Interaction · Computer Science 2025-05-22 Lance T. Wilhelm , Xiaohan Ding , Kirk McInnis Knutsen , Buse Carik , Eugenia H. Rho

Humble AI (Knowles et al., 2023) argues for cautiousness in AI development and deployments through scepticism (accounting for limitations of statistical learning), curiosity (accounting for unexpected outcomes), and commitment (accounting…

Machine Learning · Computer Science 2025-05-28 Rahul Nair , Inge Vejsbjerg , Elizabeth Daly , Christos Varytimidis , Bran Knowles

This study examines the evolving impact of algorithmic management on human resource management (HRM) practices, with a focus on employee autonomy, procedural transparency, and the sociotechnical dynamics of performance evaluation. Rather…

Human-Computer Interaction · Computer Science 2025-11-19 Huram Konjen