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Recommendation systems and assistants (in short, recommenders) influence through online platforms most actions of our daily lives, suggesting items or providing solutions based on users' preferences or requests. This survey systematically…

Human action recognition in computer vision has been widely studied in recent years. However, most algorithms consider only certain action specially with even high computational cost. That is not suitable for practical applications with…

Computer Vision and Pattern Recognition · Computer Science 2022-10-03 Zezhou Chen , Yajie Cui , Kaikai Zhao , Zhaoxiang Liu , Shiguo Lian

How can we use generative AI to design tools that augment rather than replace human cognition? In this position paper, we review our own research on AI-assisted decision-making for lessons to learn. We observe that in both AI-assisted…

Human-Computer Interaction · Computer Science 2025-04-07 Zelun Tony Zhang , Leon Reicherts

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…

Human-Computer Interaction · Computer Science 2025-02-21 Takehiro Takayanagi , Ryuji Hashimoto , Chung-Chi Chen , Kiyoshi Izumi

In this paper we consider the neuroscientific theory of the Bayesian brain in the light of adaptive web systems and content personalisation. In particular, we elaborate on neural mechanisms of human decision-making and the origin of lacking…

Human-Computer Interaction · Computer Science 2018-02-19 Kevin Jasberg , Sergej Sizov

The explanation dimension of Artificial Intelligence (AI) based system has been a hot topic for the past years. Different communities have raised concerns about the increasing presence of AI in people's everyday tasks and how it can affect…

Human-Computer Interaction · Computer Science 2021-02-23 Juliana Jansen Ferreira , Mateus Monteiro

Artificial intelligence algorithms are increasingly adopted as decisional aides by public bodies, with the promise of overcoming biases of human decision-makers. At the same time, they may introduce new biases in the human-algorithm…

Human-Computer Interaction · Computer Science 2022-06-09 Saar Alon-Barkat , Madalina Busuioc

In high-stakes disaster scenarios, timely and informed decision-making is critical yet often challenged by uncertainty, dynamic environments, and limited resources. This paper presents a systematic review of Human-AI collaboration patterns…

Artificial Intelligence · Computer Science 2025-09-16 Emmanuel Adjei Domfeh , Christopher L. Dancy

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

As Artificial Intelligence (AI) technology gets more intertwined with every system, people are using AI to make decisions on their everyday activities. In simple contexts, such as Netflix recommendations, or in more complex context like in…

Human-Computer Interaction · Computer Science 2020-03-04 Juliana Jansen Ferreira , Mateus de Souza Monteiro

Prior research in psychology has found that people's decisions are often inconsistent. An individual's decisions vary across time, and decisions vary even more across people. Inconsistencies have been identified not only in subjective…

Human-Computer Interaction · Computer Science 2024-07-17 Nina Grgić-Hlača , Junaid Ali , Krishna P. Gummadi , Jennifer Wortman Vaughan

Human decision-making is strongly influenced by cognitive biases, particularly under conditions of uncertainty and risk. While prior work has examined bias in single-step decisions with immediate outcomes and in human interaction with a…

Human-Computer Interaction · Computer Science 2026-03-25 Teerthaa Parakh , Karen M. Feigh

Artificial intelligence (AI) provides considerable opportunities to assist human work. However, one crucial challenge of human-AI collaboration is that many AI algorithms operate in a black-box manner where the way how the AI makes…

Human-Computer Interaction · Computer Science 2024-06-13 Julian Senoner , Simon Schallmoser , Bernhard Kratzwald , Stefan Feuerriegel , Torbjørn Netland

Recommender systems are nowadays a pervasive part of our online user experience, where they either serve as information filters or provide us with suggestions for additionally relevant content. These systems thereby influence which…

Human-Computer Interaction · Computer Science 2021-01-14 Mathias Jesse , Dietmar Jannach

AI is anticipated to enhance human decision-making in high-stakes domains like aviation, but adoption is often hindered by challenges such as inappropriate reliance and poor alignment with users' decision-making. Recent research suggests…

Human-Computer Interaction · Computer Science 2024-09-23 Zelun Tony Zhang , Sebastian S. Feger , Lucas Dullenkopf , Rulu Liao , Lukas Süsslin , Yuanting Liu , Andreas Butz

The desirable properties of explanations in information systems have fueled the demands for transparency in artificial intelligence (AI) outputs. To address these demands, the field of explainable AI (XAI) has put forth methods that can…

Human-Computer Interaction · Computer Science 2025-04-22 Felix Haag

Robot actions influence the decisions of nearby humans. Here influence refers to intentional change: robots influence humans when they shift the human's behavior in a way that helps the robot complete its task. Imagine an autonomous car…

AI-assisted decision making becomes increasingly prevalent, yet individuals often fail to utilize AI-based decision aids appropriately especially when the AI explanations are absent, potentially as they do not %understand reflect on AI's…

Human-Computer Interaction · Computer Science 2025-02-18 Zhuoyan Li , Hangxiao Zhu , Zhuoran Lu , Ziang Xiao , Ming Yin

Artificial Intelligence based systems may be used as digital nudging techniques that can steer or coerce users to make decisions not always aligned with their true interests. When such systems properly address the issues of Fairness,…

Social and Information Networks · Computer Science 2020-02-12 David A. Pelta , Jose L. Verdegay , Maria T. Lamata , Carlos Cruz Corona

Collaboration with artificial intelligence (AI) has improved human decision-making across various domains by leveraging the complementary capabilities of humans and AI. Yet, humans systematically overrely on AI advice, even when their…

Human-Computer Interaction · Computer Science 2026-05-15 Joshua Holstein , Patrick Hemmer , Gerhard Satzger , Wei Sun