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Understanding the dynamics of human-AI interaction in question answering is crucial for enhancing collaborative efficiency. Extending from our initial formative study, which revealed challenges in human utilization of conversational AI…

人机交互 · 计算机科学 2025-09-01 Jaeyoon Song , Zahra Ashktorab , Qian Pan , Casey Dugan , Werner Geyer , Thomas W. Malone

People supported by AI-powered decision support tools frequently overrely on the AI: they accept an AI's suggestion even when that suggestion is wrong. Adding explanations to the AI decisions does not appear to reduce the overreliance and…

人机交互 · 计算机科学 2021-02-22 Zana Buçinca , Maja Barbara Malaya , Krzysztof Z. Gajos

Several strands of research have aimed to bridge the gap between artificial intelligence (AI) and human decision-makers in AI-assisted decision-making, where humans are the consumers of AI model predictions and the ultimate decision-makers…

人机交互 · 计算机科学 2022-04-06 Charvi Rastogi , Yunfeng Zhang , Dennis Wei , Kush R. Varshney , Amit Dhurandhar , Richard Tomsett

Research in artificial intelligence (AI)-assisted decision-making is experiencing tremendous growth with a constantly rising number of studies evaluating the effect of AI with and without techniques from the field of explainable AI (XAI) on…

人机交互 · 计算机科学 2022-06-02 Max Schemmer , Patrick Hemmer , Maximilian Nitsche , Niklas Kühl , Michael Vössing

In AI-assisted decision-making, it is crucial but challenging for humans to appropriately rely on AI, especially in high-stakes domains such as finance and healthcare. This paper addresses this problem from a human-centered perspective by…

人机交互 · 计算机科学 2025-02-21 Takehiro Takayanagi , Ryuji Hashimoto , Chung-Chi Chen , Kiyoshi Izumi

How much does AI assistance impact developer productivity? To date, the software engineering literature has provided a range of answers, targeting a diversity of outcomes: from perceived productivity to speed on task and developer…

What looks like acceleration can be a quiet transfer of burden from the present to the future. Attempts to replace human labor with AI systems are often presented as rational responses to technological progress, but that view is often…

计算机与社会 · 计算机科学 2026-05-28 Wolfgang Rohde

Successful deployment of artificial intelligence (AI) in various settings has led to numerous positive outcomes for individuals and society. However, AI systems have also been shown to harm parts of the population due to biased predictions.…

计算机与社会 · 计算机科学 2023-07-21 Ondrej Bohdal , Timothy Hospedales , Philip H. S. Torr , Fazl Barez

Multi-agent AI systems, which simulate diverse instructional roles such as teachers and peers, offer new possibilities for personalized and interactive learning. Yet, student-AI interaction patterns and their pedagogical implications remain…

人机交互 · 计算机科学 2026-03-24 Zhanxin Hao , Jie Cao , Ruimiao Li , Jifan Yu , Zhiyuan Liu , Yu Zhang

AI-powered software tools are widely used to assist software engineers. However, there is still a need to understand the productivity benefits of such tools for software engineers. In addition to short-term benefits, there is a question of…

软件工程 · 计算机科学 2025-06-24 Giorgio Amasanti , Jasmin Jahic

When a student is asked to perform a given task, her subjective estimate of the difficulty of that task has a strong influence on her performance. There exists a rich literature on the impact of perceived task difficulty on performance and…

人机交互 · 计算机科学 2022-01-14 Yitzhak Spielberg , Amos Azaria

Just as people improve decision-making by consulting diverse human advisors, they can now also consult with multiple AI systems. Prior work on group decision-making shows that advice aggregation creates pressure to conform, leading to…

人机交互 · 计算机科学 2026-03-24 Yuta Tsuchiya , Yukino Baba

AI coding assistants have become prolific in recent years. Through a longitudinal mixed-methods investigation, we examined how professional software engineers perceive the effects of AI coding assistants in regard to task focus, developer…

软件工程 · 计算机科学 2026-05-25 Annie Vella , Kelly Blincoe

Machine learning has typically focused on developing models and algorithms that would ultimately replace humans at tasks where intelligence is required. In this work, rather than replacing humans, we focus on unveiling the potential of…

机器学习 · 计算机科学 2020-10-12 Utkarsh Upadhyay , Graham Lancashire , Christoph Moser , Manuel Gomez-Rodriguez

When an algorithm provides risk assessments, we typically think of them as helpful inputs to human decisions, such as when risk scores are presented to judges or doctors. However, a decision-maker may react not only to the information…

机器学习 · 计算机科学 2025-11-04 Bryce McLaughlin , Jann Spiess

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

人机交互 · 计算机科学 2026-03-16 Nifu Dan

With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of support from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence…

人工智能 · 计算机科学 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević

This paper addresses the problem of synthesizing the behavior of an AI agent that provides proactive task assistance to a human in settings like factory floors where they may coexist in a common environment. Unlike in the case of requested…

人工智能 · 计算机科学 2021-09-07 Anagha Kulkarni , Siddharth Srivastava , Subbarao Kambhampati

AI demonstrates unprecedented reasoning capabilities, but its increasing integration into human reasoning via automated reading and summarization has provoked debate about its use for cultural interpretation. Close reading -- the practice…

人机交互 · 计算机科学 2026-03-10 Jiayin Zhi , Hoyt Long , Richard Jean So , Mina Lee

In AI-assisted decision-making, it is crucial but challenging for humans to achieve appropriate reliance on AI. This paper approaches this problem from a human-centered perspective, "human self-confidence calibration". We begin by proposing…

人机交互 · 计算机科学 2024-03-15 Shuai Ma , Xinru Wang , Ying Lei , Chuhan Shi , Ming Yin , Xiaojuan Ma