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AI systems are increasingly being adopted across various domains and application areas. With this surge, there is a growing research focus and societal concern for actively involving humans in developing, operating, and adopting these…

Human-Computer Interaction · Computer Science 2024-05-27 Muhammad Raees , Inge Meijerink , Ioanna Lykourentzou , Vassilis-Javed Khan , Konstantinos Papangelis

Legislation and public sentiment throughout the world have promoted fairness metrics, explainability, and interpretability as prescriptions for the responsible development of ethical artificial intelligence systems. Despite the importance…

Artificial Intelligence · Computer Science 2022-03-08 Erick Galinkin

As AI systems enter into a growing number of societal domains, these systems increasingly shape and are shaped by user preferences, opinions, and behaviors. However, the design of AI systems rarely accounts for how AI and users shape one…

Machine Learning · Computer Science 2024-04-19 Sarah Dean , Evan Dong , Meena Jagadeesan , Liu Leqi

AI is displacing tasks, mediating high-stakes decisions, and flooding communication with synthetic content, unsettling work, identity, and social trust. We argue that the decisive human countermeasure is resilience. We define resilience…

Computers and Society · Computer Science 2025-10-30 Shaoshan Liu , Anina Schwarzenbach , Yiyu Shi

Artificial Intelligence holds significant potential to enhance human creativity. However, achieving this vision requires a clearer understanding of how such enhancement can be effectively realized. Drawing on a relational and distributed…

Human-Computer Interaction · Computer Science 2025-06-17 Andrea Gaggioli , Sabrina Bartolotta , Andrea Ubaldi , Katusha Gerardini , Eleonora Diletta Sarcinella , Alice Chirico

AI is becoming increasingly integrated into everyday life, both in professional work environments and in leisure and entertainment contexts. This integration requires AI to move beyond acting as an assistant for informational or…

Human-Computer Interaction · Computer Science 2026-02-26 Christian Poelitz , Finale Doshi-Velez , Siân Lindley

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

Everyday we increasingly rely on machine learning models to automate and support high-stake tasks and decisions. This growing presence means that humans are now constantly interacting with machine learning-based systems, training and using…

Machine Learning · Computer Science 2026-04-21 Clara Punzi , Roberto Pellungrini , Mattia Setzu , Fosca Giannotti , Dino Pedreschi

Data Science research is undergoing a revolution fueled by the transformative power of technology, the Internet, and an ever increasing computational capacity. The rate at which sophisticated algorithms can be developed is unprecedented,…

Artificial Intelligence (AI) systems exert a growing influence on our society. As they become more ubiquitous, their potential negative impacts also become evident through various real-world incidents. Following such early incidents,…

Computers and Society · Computer Science 2019-11-26 Ville Vakkuri , Kai-Kristian Kemell , Pekka Abrahamsson

The fast pace of advances in AI promises to revolutionize various aspects of knowledge work, extending its influence to daily life and professional fields alike. We advocate for a paradigm where AI is seen as a collaborative co-pilot,…

Human-Computer Interaction · Computer Science 2023-11-30 Abigail Sellen , Eric Horvitz

While we have witnessed a rapid growth of ethics documents meant to guide AI development, the promotion of AI ethics has nonetheless proceeded with little input from AI practitioners themselves. Given the proliferation of AI for Social Good…

Computers and Society · Computer Science 2021-01-07 Mark Findlay , Josephine Seah

The development of AI applications is a multidisciplinary effort, involving multiple roles collaborating with the AI developers, an umbrella term we use to include data scientists and other AI-adjacent roles on the same team. During these…

Computers and Society · Computer Science 2021-04-16 David Piorkowski , Soya Park , April Yi Wang , Dakuo Wang , Michael Muller , Felix Portnoy

This paper explores the changes that pervasive AI is having on the nature of combat. We look beyond the substitution of AI for experts to an approach where complementary human and machine abilities are blended. Using historical and modern…

Computers and Society · Computer Science 2024-05-01 Philip Feldman , Aaron Dant , Harry Dreany

The integration of machine learning (ML) is critical for industrial competitiveness, yet its adoption is frequently stalled by the prohibitive costs and operational disruptions of upgrading legacy systems. The financial and logistical…

Machine Learning · Computer Science 2026-03-12 Ashiqur Rahman , Hamed Alhoori

The deployment of capable AI agents raises fresh questions about safety, human-machine relationships and social coordination. We argue for greater engagement by scientists, scholars, engineers and policymakers with the implications of a…

Computers and Society · Computer Science 2025-09-15 Iason Gabriel , Geoff Keeling , Arianna Manzini , James Evans

As the deployment of artificial intelligence (AI) is changing many fields and industries, there are concerns about AI systems making decisions and recommendations without adequately considering various ethical aspects, such as…

Computers and Society · Computer Science 2023-10-02 Conrad Sanderson , Qinghua Lu , David Douglas , Xiwei Xu , Liming Zhu , Jon Whittle

The applications of generative AI have become extremely impressive, and the interplay between users and AI is even more so. Current human-AI interaction literature has taken a broad look at how humans interact with generative AI, but it…

Artificial intelligence is transforming the way we work with information across disciplines and practical contexts. A growing range of disciplines are now involved in studying, developing, and assessing the use of AI in practice, but these…

Computers and Society · Computer Science 2024-09-20 Denis Newman-Griffis

We propose a hierarchical framework for collaborative intelligent systems. This framework organizes research challenges based on the nature of the collaborative activity and the information that must be shared, with each level building on…

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