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Related papers: Evaluation Framework for AI Systems in "the Wild"

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This paper summarizes and evaluates various approaches, methods, and techniques for pursuing fairness in artificial intelligence (AI) systems. It examines the merits and shortcomings of these measures and proposes practical guidelines for…

Computers and Society · Computer Science 2022-07-21 Arash Bateni , Matthew C. Chan , Ray Eitel-Porter

Rapid advances in Generative AI are giving rise to increasingly sophisticated Multi-Agent AI (MAAI) systems. While AI fairness has been extensively studied in traditional predictive scenarios, its examination in MAAI remains nascent and…

Artificial Intelligence · Computer Science 2026-04-17 Simeon Allmendinger , Luca Deck , Lucas Mueller

Generative AI (GenAI) has emerged as a transformative technology, demonstrating remarkable capabilities across diverse application domains. However, GenAI faces several major challenges in developing reliable and efficient GenAI-empowered…

Software Engineering · Computer Science 2026-04-23 Frederik Vandeputte

Research on fairness, accountability, transparency and ethics of AI-based interventions in society has gained much-needed momentum in recent years. However it lacks an explicit alignment with a set of normative values and principles that…

Artificial Intelligence · Computer Science 2022-10-07 Vinodkumar Prabhakaran , Margaret Mitchell , Timnit Gebru , Iason Gabriel

Since 2022, generative AI (genAI) has rapidly become integrated into workplaces. Though organizations have made commitments to use this technology "responsibly", how organizations and their employees prioritize responsibility in their…

Computers and Society · Computer Science 2025-01-29 Genevieve Smith , Natalia Luka , Merrick Osborne , Brian Lattimore , Jessica Newman , Brandie Nonnecke , Brent Mittelstadt

The rapid emergence of generative artificial intelligence (AI) and related technologies has the potential to dramatically influence higher education, raising questions about the roles of institutions, educators, and students in a…

Computers and Society · Computer Science 2025-10-03 Noah D. Finkelstein

Generative artificial intelligence (GenAI) is transforming education, redefining the role of trainers and coaches in learning environments. In our study, we explore how AI integrates into the design process of learning materials, assessing…

Computers and Society · Computer Science 2026-03-31 Alexander Komar , Marc-André Heidelmann , Kristina Schaaff

Generative Artificial Intelligence is emerging as an important technology, promising to be transformative in many areas. At the same time, generative AI techniques are based on sampling from probabilistic models, and by default, they come…

Artificial Intelligence · Computer Science 2025-09-19 Edgar Dobriban

As Artificial Intelligence (AI) is increasingly promoted and used in qualitative research, it also raises profound methodological issues. This position paper critically interrogates the role of generative AI (genAI) in the context of…

Computers and Society · Computer Science 2025-11-12 Maria Couto Teixeira , Marisa Tschopp , Anna Jobin

Organizations across various industries are still exploring the potential of Generative Artificial Intelligence (GenAI) to enhance knowledge work. While innovation is often viewed as a product of individual creativity, it more commonly…

Human-Computer Interaction · Computer Science 2025-05-30 Camille Grange , Theophile Demazure , Mickael Ringeval , Simon Bourdeau , Cedric Martineau

Trustworthy Artificial Intelligence (TAI) integrates ethics that align with human values, looking at their influence on AI behaviour and decision-making. Primarily dependent on self-assessment, TAI evaluation aims to ensure ethical…

Computers and Society · Computer Science 2024-09-13 Louise McCormack , Malika Bendechache

Generative artificial intelligence (GenAI) tools are increasingly present in higher education, yet their adoption has been largely student-driven, requiring instructors to respond to technologies already embedded in classroom practices.…

Computers and Society · Computer Science 2026-03-05 Akila de Silva , Isabel Hyo Jung Song , Hui Yang , Shah Rukh Humayoun

Ensuring fairness in decentralized multi-agent systems presents significant challenges due to emergent biases, systemic inefficiencies, and conflicting agent incentives. This paper provides a comprehensive survey of fairness in multi-agent…

Multiagent Systems · Computer Science 2025-03-04 Rajesh Ranjan , Shailja Gupta , Surya Narayan Singh

Companies have considered adoption of various high-level artificial intelligence (AI) principles for responsible AI, but there is less clarity on how to implement these principles as organizational practices. This paper reviews the…

Computers and Society · Computer Science 2020-06-09 Daniel Schiff , Bogdana Rakova , Aladdin Ayesh , Anat Fanti , Michael Lennon

Responsible design of AI systems is a shared goal across HCI and AI communities. Responsible AI (RAI) tools have been developed to support practitioners to identify, assess, and mitigate ethical issues during AI development. These tools…

Human-Computer Interaction · Computer Science 2024-02-01 Glen Berman , Nitesh Goyal , Michael Madaio

Although artificial intelligence (AI) is solving real-world challenges and transforming industries, there are serious concerns about its ability to behave and make decisions in a responsible way. Many AI ethics principles and guidelines for…

Artificial Intelligence · Computer Science 2022-07-22 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , David Douglas , Conrad Sanderson

The rise of Artificial Intelligence (AI) and Generative Artificial Intelligence (GenAI) in higher education necessitates assessment reform. This study addresses a critical gap by exploring student and academic staff experiences with AI and…

Human-Computer Interaction · Computer Science 2024-11-15 Jasper Roe , Mike Perkins , Daniel Ruelle

Propelled by their remarkable capabilities to generate novel and engaging content, Generative Artificial Intelligence (GenAI) technologies are disrupting traditional workflows in many industries. While prior research has examined GenAI from…

Human-Computer Interaction · Computer Science 2024-04-08 Yuan Sun , Eunchae Jang , Fenglong Ma , Ting Wang

Artificial intelligence (AI) offers incredible possibilities for patient care, but raises significant ethical issues, such as the potential for bias. Powerful ethical frameworks exist to minimize these issues, but are often developed for…

Computers and Society · Computer Science 2025-07-04 Ion Nemteanu , Adir Mancebo , Leslie Joe , Ryan Lopez , Patricia Lopez , Warren Woodrich Pettine

Prevailing methods for assessing and comparing generative AIs incentivize responses that serve a hypothetical representative individual. Evaluating models in these terms presumes homogeneous preferences across the population and engenders…

Machine Learning · Computer Science 2023-03-06 Dilip Arumugam , Shi Dong , Benjamin Van Roy