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The increasing use of Artificial Intelligence (AI) in critical societal domains has amplified concerns about fairness, particularly regarding unequal treatment across sensitive attributes such as race, gender, and socioeconomic status.…

Machine Learning · Computer Science 2025-12-09 Munshi Mahbubur Rahman , Shimei Pan , James R. Foulds

As artificial intelligence (AI) reshapes industries and societies, ensuring its trustworthiness-through mitigating ethical risks like bias, opacity, and accountability deficits-remains a global challenge. International Organization for…

Computers and Society · Computer Science 2025-04-24 Sridharan Sankaran

The most advanced future AI systems will first be deployed inside the frontier AI companies developing them. According to these companies and independent experts, AI systems may reach or even surpass human intelligence and capabilities by…

The rapid proliferation of artificial intelligence (AI) has exposed significant deficiencies in risk governance. While ex-ante harm identification and prevention have advanced, Responsible AI scholarship remains underdeveloped in addressing…

Computers and Society · Computer Science 2026-01-21 Ha-Chi Tran

Foundation models (FMs) provide societal benefits but also amplify risks. Governments, companies, and researchers have proposed regulatory frameworks, acceptable use policies, and safety benchmarks in response. However, existing public…

Computers and Society · Computer Science 2024-08-07 Yi Zeng , Yu Yang , Andy Zhou , Jeffrey Ziwei Tan , Yuheng Tu , Yifan Mai , Kevin Klyman , Minzhou Pan , Ruoxi Jia , Dawn Song , Percy Liang , Bo Li

As AI systems' sophistication and proliferation have increased, awareness of the risks has grown proportionally (Sorkin et al. 2023). In response, calls have grown for stronger emphasis on disclosure and transparency in the AI industry…

Artificial Intelligence · Computer Science 2023-09-26 Eli Sherman , Ian W. Eisenberg

Artificial intelligence (AI) systems can provide many beneficial capabilities but also risks of adverse events. Some AI systems could present risks of events with very high or catastrophic consequences at societal scale. The US National…

Computers and Society · Computer Science 2023-02-24 Anthony M. Barrett , Dan Hendrycks , Jessica Newman , Brandie Nonnecke

As artificial intelligence (AI) systems become increasingly integrated into critical domains, ensuring their responsible design and continuous development is imperative. Effective AI quality management (QM) requires tools and methodologies…

Computers and Society · Computer Science 2025-02-21 Miriam Elia , Alba Maria Lopez , Katherin Alexandra Corredor , Bernhard Bauer , Esteban Garcia-Cuesta

As Artificial Intelligence (AI) technologies continue to advance, protecting human autonomy and promoting ethical decision-making are essential to fostering trust and accountability. Human agency (the capacity of individuals to make…

Computers and Society · Computer Science 2025-10-13 Laxmiraju Kandikatla , Branislav Radeljic

Artificial Intelligence (AI) is rapidly being integrated into critical systems across various domains, from healthcare to autonomous vehicles. While its integration brings immense benefits, it also introduces significant risks, including…

Computers and Society · Computer Science 2025-06-25 Zhiqiang Lin , Huan Sun , Ness Shroff

As AI systems become integral to critical operations across industries and services, ensuring their reliability and safety is essential. We offer a framework that integrates established reliability and resilience engineering principles into…

Artificial Intelligence · Computer Science 2024-11-15 Saurabh Mishra , Anand Rao , Ramayya Krishnan , Bilal Ayyub , Amin Aria , Enrico Zio

Current global AI governance frameworks struggle with fragmented disciplinary collaboration, ineffective multilateral coordination, and disconnects between policy design and grassroots implementation. This study, guided by Integration and…

Computers and Society · Computer Science 2025-03-10 Huixin Zhong , Thao Do , Ynagliu Jie , Rostam J. Neuwirth , Hong Shen

Governments, industry, and other actors involved in governing AI technologies around the world agree that, while AI offers tremendous promise to benefit the world, appropriate guardrails are required to mitigate risks. Global institutions,…

Computers and Society · Computer Science 2024-09-18 A. Leone De Castris , C. Thomas

Artificial Intelligence (AI) in healthcare holds great potential to expand access to high-quality medical care, whilst reducing overall systemic costs. Despite hitting the headlines regularly and many publications of proofs-of-concept,…

Computers and Society · Computer Science 2021-08-06 David Higgins , Vince I. Madai

Current frontier AI safety evaluations emphasize static benchmarks, third-party annotations, and red-teaming. In this position paper, we argue that AI safety research should focus on human-centered evaluations that measure harmful…

Computers and Society · Computer Science 2026-03-31 Michelle Vaccaro , Jaeyoon Song , Abdullah Almaatouq , Michiel A. Bakker

Assurance for artificial intelligence (AI) systems remains fragmented across software supply-chain security, adversarial machine learning, and governance documentation. Existing transparency mechanisms - including Model Cards, Datasheets,…

The range of application of artificial intelligence (AI) is vast, as is the potential for harm. Growing awareness of potential risks from AI systems has spurred action to address those risks, while eroding confidence in AI systems and the…

In the rapidly evolving field of artificial intelligence (AI), the identification, documentation, and mitigation of vulnerabilities are paramount to ensuring robust and secure systems. This paper discusses the minimum elements for AI…

Cryptography and Security · Computer Science 2025-10-14 Mohamad Fazelnia , Sara Moshtari , Mehdi Mirakhorli

Over the past decade, an ecosystem of measures has emerged to evaluate the social and ethical implications of AI systems, largely shaped by high-level ethics principles. These measures are developed and used in fragmented ways, without…

Human-Computer Interaction · Computer Science 2025-10-14 Shalaleh Rismani , Renee Shelby , Leah Davis , Negar Rostamzadeh , AJung Moon

AI systems have found a wide range of application areas in financial services. Their involvement in broader and increasingly critical decisions has escalated the need for compliance and effective model governance. Current governance…

Machine Learning · Computer Science 2020-10-13 Eren Kurshan , Hongda Shen , Jiahao Chen
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