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Artificial intelligence (AI) is gaining momentum, and its importance for the future of work in many areas, such as medicine and banking, is continuously rising. However, insights on the effective collaboration of humans and AI are still…

Human-Computer Interaction · Computer Science 2022-04-20 Max Schemmer , Niklas Kühl , Carina Benz , Gerhard Satzger

Political biases in Large Language Model (LLM)-based artificial intelligence (AI) systems, such as OpenAI's ChatGPT or Google's Gemini, have been previously reported. While several prior studies have attempted to quantify these biases using…

Computers and Society · Computer Science 2025-03-17 David Rozado

AI is increasingly used to scale collective decision-making, but far less attention has been paid to how such systems can support procedural legitimacy, particularly the conditions shaping losers' consent: whether participants who do not…

Human-Computer Interaction · Computer Science 2026-04-08 Suyash Fulay , Prerna Ravi , Emily Kubin , Shrestha Mohanty , Michiel Bakker , Deb Roy

As general-purpose artificial intelligence (AI) systems become increasingly integrated with diverse human communities, cultural alignment has emerged as a crucial element in their deployment. Most existing approaches treat cultural…

Artificial Intelligence · Computer Science 2025-03-11 Michal Bravansky , Filip Trhlik , Fazl Barez

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

With the widespread and pervasive use of Artificial Intelligence (AI) for automated decision-making systems, AI bias is becoming more apparent and problematic. One of its negative consequences is discrimination: the unfair, or unequal…

Computers and Society · Computer Science 2021-06-07 Xavier Ferrer , Tom van Nuenen , Jose M. Such , Mark Coté , Natalia Criado

Today, AI is increasingly being used in many high-stakes decision-making applications in which fairness is an important concern. Already, there are many examples of AI being biased and making questionable and unfair decisions. The AI…

Artificial Intelligence · Computer Science 2020-02-06 Yunfeng Zhang , Rachel K. E. Bellamy , Kush R. Varshney

Human-AI collaboration is increasingly relevant in consequential areas where AI recommendations support human discretion. However, human-AI teams' effectiveness, capability, and fairness highly depend on human perceptions of AI. Positive…

Human-Computer Interaction · Computer Science 2025-06-06 Domenique Zipperling , Luca Deck , Julia Lanzl , Niklas Kühl

People's decision-making abilities often fail to improve or may even erode when they rely on AI for decision-support, even when the AI provides informative explanations. We argue this is partly because people intuitively seek contrastive…

Human-Computer Interaction · Computer Science 2025-03-20 Zana Buçinca , Siddharth Swaroop , Amanda E. Paluch , Finale Doshi-Velez , Krzysztof Z. Gajos

Humans increasingly interact with artificial intelligence (AI) in decision-making. However, both AI and humans are prone to biases. While AI and human biases have been studied extensively in isolation, this paper examines their complex…

Human-Computer Interaction · Computer Science 2026-01-21 Nick von Felten , Johannes Schöning , Klaus Opwis , Nicolas Scharowski

Human-AI collaboration increasingly drives decision-making across industries, from medical diagnosis to content moderation. While AI systems promise efficiency gains by providing automated suggestions for human review, these workflows can…

Human-Computer Interaction · Computer Science 2025-09-11 Jacob Beck , Stephanie Eckman , Christoph Kern , Frauke Kreuter

There is substantial concern about the ability of advanced artificial intelligence to influence people's behaviour. A rapidly growing body of research has found that AI can produce large persuasive effects on people's attitudes, but whether…

Computers and Society · Computer Science 2026-04-13 Kobi Hackenburg , Luke Hewitt , Caroline Wagner , Ben M. Tappin , Christopher Summerfield

Trust biases how users rely on AI recommendations in AI-assisted decision-making tasks, with low and high levels of trust resulting in increased under- and over-reliance, respectively. We propose that AI assistants should adapt their…

Human-Computer Interaction · Computer Science 2026-01-27 Tejas Srinivasan , Jesse Thomason

Language data and models demonstrate various types of bias, be it ethnic, religious, gender, or socioeconomic. AI/NLP models, when trained on the racially biased dataset, AI/NLP models instigate poor model explainability, influence user…

Computation and Language · Computer Science 2022-11-28 Kinshuk Sengupta , Praveen Ranjan Srivastava

Behavioral scientists have classically documented aversion to algorithmic decision aids, from simple linear models to AI. Sentiment, however, is changing and possibly accelerating AI helper usage. AI assistance is, arguably, most valuable…

Artificial Intelligence · Computer Science 2023-07-28 Nikolos Gurney , John H. Miller , David V. Pynadath

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

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

Nowadays, we delegate many of our decisions to Artificial Intelligence (AI) that acts either in solo or as a human companion in decisions made to support several sensitive domains, like healthcare, financial services and law enforcement. AI…

Artificial Intelligence · Computer Science 2025-12-15 Nicoleta Tantalaki , Athena Vakali

The use of Artificial Intelligence (AI), or more generally data-driven algorithms, has become ubiquitous in today's society. Yet, in many cases and especially when stakes are high, humans still make final decisions. The critical question,…

Artificial Intelligence · Computer Science 2024-10-15 Eli Ben-Michael , D. James Greiner , Melody Huang , Kosuke Imai , Zhichao Jiang , Sooahn Shin