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Related papers: Bias in the Loop: How Humans Evaluate AI-Generated…

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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…

Human-Computer Interaction · Computer Science 2022-04-06 Charvi Rastogi , Yunfeng Zhang , Dennis Wei , Kush R. Varshney , Amit Dhurandhar , Richard Tomsett

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

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

Design optimizations in human-AI collaboration often focus on cognitive aspects like attention and task load. Drawing on work design literature, we propose that effective human-AI collaboration requires broader consideration of human needs…

Human-Computer Interaction · Computer Science 2024-10-11 Cedric Faas , Richard Bergs , Sarah Sterz , Markus Langer , Anna Maria Feit

Human perception, memory and decision-making are impacted by tens of cognitive biases and heuristics that influence our actions and decisions. Despite the pervasiveness of such biases, they are generally not leveraged by today's Artificial…

Human-Computer Interaction · Computer Science 2023-12-04 Aditya Gulati , Miguel Angel Lozano , Bruno Lepri , Nuria Oliver

AI is redefining how humans interact with technology, leading to a synergetic collaboration between the two. Nevertheless, the effects of human cognition on this collaboration remain unclear. This study investigates the implications of two…

Human-Computer Interaction · Computer Science 2024-11-12 Samuel Aleksander Sánchez Olszewski

We develop a decision-theoretic model of human-AI interaction to study when AI assistance improves or impairs human decision-making. A human decision-maker observes private information and receives a recommendation from an AI system, but…

Computer Science and Game Theory · Computer Science 2026-02-17 Saurabh Amin , Amine Bennouna , Daniel Huttenlocher , Dingwen Kong , Liang Lyu , Asuman Ozdaglar

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

Human-AI collaboration for decision-making strives to achieve team performance that exceeds the performance of humans or AI alone. However, many factors can impact success of Human-AI teams, including a user's domain expertise, mental…

In decision support applications of AI, the AI algorithm's output is framed as a suggestion to a human user. The user may ignore this advice or take it into consideration to modify their decision. With the increasing prevalence of such…

Artificial Intelligence · Computer Science 2022-06-03 Kailas Vodrahalli , Roxana Daneshjou , Tobias Gerstenberg , James Zou

Code review is a critical software engineering practice where developers review code changes before integration to ensure code quality, detect defects, and improve maintainability. In recent years, AI agents that can understand code…

Software Engineering · Computer Science 2026-03-18 Suzhen Zhong , Shayan Noei , Ying Zou , Bram Adams

Creativity is a fundamental pillar of human expression and a driving force behind innovation, yet it now stands at a crossroads. As artificial intelligence advances at an astonishing pace, the question arises: can machines match and…

General Economics · Economics 2024-09-30 Anne-Gaëlle Maltese , Pierre Pelletier , Rémy Guichardaz

AI systems increasingly assist human decision making by producing preliminary assessments of complex inputs. However, such AI-generated assessments can often be noisy or systematically biased, raising a central question: how should costly…

Machine Learning · Statistics 2026-03-17 Lezhi Tan , Naomi Sagan , Lihua Lei , Jose Blanchet

The collaboration between humans and artificial intelligence (AI) holds the promise of achieving superior outcomes compared to either acting alone-a phenomenon called human-AI synergy. Nevertheless, our understanding of the conditions that…

Human-AI coevolution, defined as a process in which humans and AI algorithms continuously influence each other, increasingly characterises our society, but is understudied in artificial intelligence and complexity science literature.…

AI systems are fallible, and humans can make mistakes in deciding whether to trust AI over their own judgment. Thus, improving human-AI collaboration requires understanding when, why, and how humans decide to rely on AI. We study two…

Artificial Intelligence · Computer Science 2026-05-28 Maharshi Gor , Yoo Yeon Sung , Yu Hou , Eve Fleisig , Irene Ying , Tianyi Zhou , Jordan Boyd-Graber

In AI-assisted decision-making, effective hybrid (human-AI) teamwork is not solely dependent on AI performance alone, but also on its impact on human decision-making. While prior work studies the effects of model accuracy on humans, we…

Human-Computer Interaction · Computer Science 2022-02-25 Andi Peng , Besmira Nushi , Emre Kiciman , Kori Inkpen , Ece Kamar

Interactive AI systems increasingly employ a human-in-the-loop strategy. This creates new challenges for the HCI community when designing such systems. We reveal and investigate some of these challenges in a case study with an industry…

Human-Computer Interaction · Computer Science 2022-07-27 Changkun Ou , Daniel Buschek , Sven Mayer , Andreas Butz

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…

Artificial Intelligence · Computer Science 2025-10-28 Lukas William Mayer , Sheer Karny , Jackie Ayoub , Miao Song , Danyang Tian , Ehsan Moradi-Pari , Mark Steyvers

AI explanations are often mentioned as a way to improve human-AI decision-making, but empirical studies have not found consistent evidence of explanations' effectiveness and, on the contrary, suggest that they can increase overreliance when…

Human-Computer Interaction · Computer Science 2023-06-16 Valerie Chen , Q. Vera Liao , Jennifer Wortman Vaughan , Gagan Bansal
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