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As artificial intelligence (AI) systems grow more powerful, autonomous, and embedded in critical infrastructure, their identification and traceability become foundational to regulatory oversight and sustainable digital governance. In…

Cryptography and Security · Computer Science 2026-04-14 Di Kevin Gao , Jingdao Chen , Shahram Rahimi

AI measurement science has a wide variety of methodologies and measurements for comparing AI systems, resulting in what often appear to be "apples-to-oranges" comparisons across AI evaluations. To move toward "apples-to-apples" comparisons…

Human-Computer Interaction · Computer Science 2026-05-11 Yee-Yin Choong , Kristen Greene , Alice Qian , Meryem Marasli , Ziqi Yang , Sophia Chen , Laura Dabbish , Anand Rao , Hong Shen

We report initial work towards constructing ecologically valid benchmarks to assess the capabilities of large multimodal models for engaging in situated collaboration. In contrast to existing benchmarks, in which question-answer pairs are…

Multimedia · Computer Science 2024-09-18 Dan Bohus , Sean Andrist , Yuwei Bao , Eric Horvitz , Ann Paradiso

Digital transformation (DT) has become a strategic priority for public administrations, particularly due to the need to deliver more efficient and citizen-centered services and respond to societal expectations, ESG (Environmental, Social,…

Computers and Society · Computer Science 2025-09-30 Ángel Lloret , Jesús Peral , Antonio Ferrández , María Auladell , Rafael Muñoz

The question of whether artificial entities deserve moral consideration has become one of the defining ethical challenges of AI research. Existing frameworks for moral patiency rely on verified ontological properties, such as sentience,…

Computers and Society · Computer Science 2026-03-03 Faezeh B. Pasandi , Hannah B. Pasandi

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

This paper presents a comprehensive sustainability assessment framework for document intelligence within supply chain operations, centered on agentic artificial intelligence (AI). We address the dual objective of improving automation…

Artificial Intelligence · Computer Science 2025-11-11 Diego Gosmar , Anna Chiara Pallotta , Giovanni Zenezini

As AI systems increasingly rely on training data, assessing dataset trustworthiness has become critical, particularly for properties like fairness or bias that emerge at the dataset level. Prior work has used Subjective Logic to assess…

Machine Learning · Computer Science 2026-05-12 Koffi Ismael Ouattara , Ioannis Krontiris , Theo Dimitrakos , Frank Kargl

This whitepaper offers normative and practical guidance for developers of artificial intelligence (AI) systems to achieve "Trustworthy AI". In it, we present overall ethical requirements and six ethical principles with value-specific…

Computers and Society · Computer Science 2024-11-18 Nicholas Kluge Corrêa , Julia Maria Mönig

Benchmarks are important measures to evaluate safety and compliance of AI models at scale. However, they typically do not offer verifiable results and lack confidentiality for model IP and benchmark datasets. We propose Attestable Audits,…

Artificial Intelligence · Computer Science 2025-07-01 Christoph Schnabl , Daniel Hugenroth , Bill Marino , Alastair R. Beresford

Progress toward the United Nations Sustainable Development Goals (SDGs) has been hindered by a lack of data on key environmental and socioeconomic indicators, which historically have come from ground surveys with sparse temporal and spatial…

Artificial intelligence systems are increasingly deployed in domains that shape human behaviour, institutional decision-making, and societal outcomes. Existing responsible AI and governance efforts provide important normative principles but…

Artificial Intelligence · Computer Science 2025-12-19 Otman A. Basir

Research in Responsible AI has developed a range of principles and practices to ensure that machine learning systems are used in a manner that is ethical and aligned with human values. However, a critical yet often neglected aspect of…

Computers and Society · Computer Science 2024-08-21 Neha R. Gupta , Jessica Hullman , Hari Subramonyam

Artificial Intelligence (AI) has made its way into various scientific fields, providing astonishing improvements over existing algorithms for a wide variety of tasks. In recent years, there have been severe concerns over the trustworthiness…

Machine Learning · Computer Science 2024-08-20 Surbhi Mittal , Kartik Thakral , Richa Singh , Mayank Vatsa , Tamar Glaser , Cristian Canton Ferrer , Tal Hassner

As AI systems become increasingly embedded in organizational workflows and consumer applications, ethical principles such as fairness, transparency, and robustness have been widely endorsed in policy and industry guidelines. However, there…

Human-Computer Interaction · Computer Science 2025-08-11 Stefan Pasch , Min Chul Cha

Current literature and public discourse on "trust in AI" are often focused on the principles underlying trustworthy AI, with insufficient attention paid to how people develop trust. Given that AI systems differ in their level of…

Human-Computer Interaction · Computer Science 2022-05-02 Q. Vera Liao , S. Shyam Sundar

The impact of using artificial intelligence (AI) to guide patient care or operational processes is an interplay of the AI model's output, the decision-making protocol based on that output, and the capacity of the stakeholders involved to…

Ensuring responsible use of artificial intelligence (AI) has become imperative as autonomous systems increasingly influence critical societal domains. However, the concept of trustworthy AI remains broad and multi-faceted. This thesis…

Artificial Intelligence · Computer Science 2025-10-28 Filip Cano

AI-driven automated scoring systems offer scalable and efficient means of evaluating complex student-generated responses. Yet, despite increasing demand for transparency and interpretability, the field has yet to develop a widely accepted…

Computation and Language · Computer Science 2026-04-23 Yunsung Kim , Mike Hardy , Joseph Tey , Candace Thille , Chris Piech

AI systems are consistently evolving in terms of both capability and autonomy with an holistic social impact. In this context of proliferation and fast technological evolution, the scientific community is actively engaged to assure…

Computers and Society · Computer Science 2026-04-14 Salvatore Flavio Pileggi