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The integration of artificial intelligence (AI) into human teams is widely expected to enhance performance and collaboration. However, our study reveals a striking and counterintuitive result: human-AI teams performed worse than human-only…

Human-Computer Interaction · Computer Science 2025-01-28 Yinuo Qin , Richard T. Lee , Paul Sajda

The rise of Artificial Intelligence (AI) will bring with it an ever-increasing willingness to cede decision-making to machines. But rather than just giving machines the power to make decisions that affect us, we need ways to work…

Computers and Society · Computer Science 2020-12-14 Elisa Bertino , Finale Doshi-Velez , Maria Gini , Daniel Lopresti , David Parkes

Generative AI, in particular text-based "foundation models" (large models trained on a huge variety of information including the internet), can generate speech that could be problematic under a wide range of liability regimes. Machine…

Computers and Society · Computer Science 2023-08-21 Peter Henderson , Tatsunori Hashimoto , Mark Lemley

As algorithmic tools increasingly aid experts in making consequential decisions, the need to understand the precise factors that mediate their influence has grown commensurately. In this paper, we present a crowdsourcing vignette study…

Human-Computer Interaction · Computer Science 2022-05-20 Riccardo Fogliato , Sina Fazelpour , Shantanu Gupta , Zachary Lipton , David Danks

Despite rapid technological progress, effective human-machine cooperation remains a significant challenge. Humans tend to cooperate less with machines than with fellow humans, a phenomenon known as the machine penalty. Here, we show that…

Human-Computer Interaction · Computer Science 2025-05-29 Zhen Wang , Ruiqi Song , Chen Shen , Shiya Yin , Zhao Song , Balaraju Battu , Lei Shi , Danyang Jia , Talal Rahwan , Shuyue Hu

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

AI and humans bring complementary skills to group deliberations. Modeling this group decision making is especially challenging when the deliberations include an element of risk and an exploration-exploitation process of appraising the…

Human-Computer Interaction · Computer Science 2022-01-11 Wei Ye , Francesco Bullo , Noah Friedkin , Ambuj K Singh

In this paper, we argue that competitive pressures could incentivize AI companies to underinvest in ensuring their systems are safe, secure, and have a positive social impact. Ensuring that AI systems are developed responsibly may therefore…

Computers and Society · Computer Science 2019-07-11 Amanda Askell , Miles Brundage , Gillian Hadfield

Artificial Intelligence (AI) has burrowed into our lives in various aspects; however, without appropriate testing, deployed AI systems are often being criticized to fail in critical and embarrassing cases. Existing testing approaches mainly…

Artificial Intelligence · Computer Science 2018-10-23 Siwei Fu , Anbang Xu , Xiaotong Liu , Huimin Zhou , Rama Akkiraju

As organizations increasingly deploy AI as a teammate rather than a standalone tool, morally consequential mistakes often arise from joint human-AI workflows in which causality is ambiguous. We ask how people allocate responsibility in…

Human-Computer Interaction · Computer Science 2026-04-13 Greg Nyilasy , Brock Bastian , Jennifer Overbeck , Abraham Ryan Ade Putra Hito

While much research explores improving robot capabilities, there is a deficit in researching how robots are expected to perform tasks safely, especially in high-risk problem domains. Robots must earn the trust of human operators in order to…

Algorithmic decision-making systems are increasingly used throughout the public and private sectors to make important decisions or assist humans in making these decisions with real social consequences. While there has been substantial…

Human-Computer Interaction · Computer Science 2020-01-28 Ruotong Wang , F. Maxwell Harper , Haiyi Zhu

AI systems are entering critical domains like healthcare, finance, and defense, yet remain vulnerable to adversarial attacks. While AI red teaming is a primary defense, current approaches force operators into manual, library-specific…

Artificial Intelligence · Computer Science 2026-05-06 Raja Sekhar Rao Dheekonda , Will Pearce , Nick Landers

Various forms of implications of artificial intelligence that either exacerbate or decrease racial systemic injustice have been explored in this applied research endeavor. Taking each thematic area of identifying, analyzing, and debating an…

Computers and Society · Computer Science 2022-01-05 Alia Abbas

Recently, the data protection practices of researchers in human-computer interaction and elsewhere have gained attention. Initial results suggest that researchers struggle with anonymization, partly due to a lack of clear, actionable…

Human-Computer Interaction · Computer Science 2026-05-25 Luisa Jansen , Tim Ulmann , Robine Jordi , Malte Elson

Generative AI is increasingly transforming creativity into a hybrid human-artificial process, but its impact on the quality and diversity of creative output remains unclear. We study collective creativity using a controlled word-guessing…

Social and Information Networks · Computer Science 2026-02-27 Chenyi Li , Raja Marjieh , Haoyu Hu , Mark Steyvers , Katherine M. Collins , Ilia Sucholutsky , Nori Jacoby

Innovations in AI have focused primarily on the questions of "what" and "how"-algorithms for finding patterns in web searches, for instance-without adequate attention to the possible harms (such as privacy, bias, or manipulation) and…

Computers and Society · Computer Science 2020-12-14 Suresh Venkatasubramanian , Nadya Bliss , Helen Nissenbaum , Melanie Moses

Despite the continued anthropomorphization of AI systems, the potential impact of racialization during human-AI interaction is understudied. This study explores how human-AI cooperation may be impacted by the belief that data used to train…

Human-Computer Interaction · Computer Science 2026-01-28 Swapnika Dulam , Christopher L Dancy

People frequently face challenging decision-making problems in which outcomes are uncertain or unknown. Artificial intelligence (AI) algorithms exist that can outperform humans at learning such tasks. Thus, there is an opportunity for AI…

Artificial Intelligence · Computer Science 2018-12-27 Ravi Pandya , Sandy H. Huang , Dylan Hadfield-Menell , Anca D. Dragan

Artificial Intelligence (AI) finds widespread application across various domains, but it sparks concerns about fairness in its deployment. The prevailing discourse in classification often emphasizes outcome-based metrics comparing sensitive…

Machine Learning · Computer Science 2024-12-18 Sofie Goethals , Marco Favier , Toon Calders