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This report is a methodological reflection on Z-Inspection$^{\small{\circledR}}$. Z-Inspection$^{\small{\circledR}}$ is a holistic process used to evaluate the trustworthiness of AI-based technologies at different stages of the AI…

Recent advances in artificial intelligence (AI) capabilities have increased the eagerness of companies to integrate AI into software systems. While AI can be used to have a positive impact on several dimensions of sustainability, this is…

Software Engineering · Computer Science 2024-09-12 Apoorva Nalini Pradeep Kumar , Justus Bogner , Markus Funke , Patricia Lago

AI services are known to have unstable behavior when subjected to changes in data, models or users. Such behaviors, whether triggered by omission or commission, lead to trust issues when AI works with humans. The current approach of…

Human-Computer Interaction · Computer Science 2023-02-21 Biplav Srivastava , Kausik Lakkaraju , Mariana Bernagozzi , Marco Valtorta

Research on Artificial Intelligence (AI)-based Data Assimilation (DA) is expanding rapidly. However, the absence of an objective, comprehensive, and real-world benchmark hinders the fair comparison of diverse methods. Here, we introduce…

Machine Learning · Computer Science 2026-02-17 Wuxin Wang , Weicheng Ni , Ben Fei , Tao Han , Lilan Huang , Taikang Yuan , Xiaoyong Li , Lei Bai , Boheng Duan , Kaijun Ren

With the rise of AI systems in real-world applications comes the need for reliable and trustworthy AI. An essential aspect of this are explainable AI systems. However, there is no agreed standard on how explainable AI systems should be…

Artificial Intelligence · Computer Science 2022-07-04 Sascha Saralajew , Ammar Shaker , Zhao Xu , Kiril Gashteovski , Bhushan Kotnis , Wiem Ben Rim , Jürgen Quittek , Carolin Lawrence

For future regulatory compliance, organizations must assess and report on the state of sustainability in terms of its impacts over time. Sustainability, being a multidimensional concern, is complex to quantify. This complexity further…

Software Engineering · Computer Science 2025-01-29 Iffat Fatima , Patricia Lago , Vasilios Andrikopoulos , Bram van der Waaij

The sustainability impacts of ICT systems are difficult to assess and govern due to structural complexity, fragmented measurement practices, and unclear responsibilities across system layers. We argue that these challenges cannot be…

Digital platforms increasingly support collaboration across organizations, yet many remain constrained by fragmented data and limited transparency. This paper presents the Global Solutions Initiative (GSI) D-Hub, a data-driven coordination…

Human-Computer Interaction · Computer Science 2026-03-10 Muzakkiruddin Ahmed Mohammed , Adeeba Tarannum , Eileen Devereux Dailey , Marla Johnson , Mert Can Cakmak , John Talburt

Collaborative group projects are integral to computer science education, fostering teamwork, problem-solving, and industry-relevant skills. However, assessing individual contributions within group settings remains challenging. Traditional…

Human-Computer Interaction · Computer Science 2026-03-13 Songmei Yu , Andrew Zagula

Companies report on their financial performance for decades. More recently they have also started to report on their environmental impact and their social responsibility. The latest trend is now to deliver one single integrated report where…

Computers and Society · Computer Science 2019-11-14 Benoît Otjacques

This policy report draws on country studies from China, South Korea, Singapore, and the United Kingdom to identify effective tools and key barriers to interoperability in AI safety governance. It offers practical recommendations to support…

Computers and Society · Computer Science 2026-01-13 Yik Chan Chin , David A. Raho , Hag-Min Kim , Chunli Bi , James Ong , Jingbo Huang , Serge Stinckwich

The growth of machine learning (ML) models and associated datasets triggers a consequent dramatic increase in energy costs for the use and training of these models. In the current context of environmental awareness and global sustainability…

Computers and Society · Computer Science 2025-07-29 Gwendal Jouneaux , Jordi Cabot

The rapid scaling of AI has spurred a growing emphasis on ethical considerations in both development and practice. This has led to the formulation of increasingly sophisticated model auditing and reporting requirements, as well as…

Human-Computer Interaction · Computer Science 2024-10-01 Mahasweta Chakraborti , Bert Joseph Prestoza , Nicholas Vincent , Seth Frey

As generative artificial intelligence (AI) continues to transform education, most existing AI evaluations rely primarily on technical performance metrics such as accuracy or task efficiency while overlooking human identity, learner agency,…

Computers and Society · Computer Science 2025-12-05 Shi Ding , Brian Magerko

The debate on AI ethics largely focuses on technical improvements and stronger regulation to prevent accidents or misuse of AI, with solutions relying on holding individual actors accountable for responsible AI development. While useful and…

Artificial Intelligence · Computer Science 2019-11-11 Agnes Schim van der Loeff , Iggy Bassi , Sachin Kapila , Jevgenij Gamper

The deployment of AI systems faces three critical governance challenges that current frameworks fail to adequately address. First, organizations struggle with inadequate risk assessment at the use case level, exemplified by the Humana class…

Artificial Intelligence · Computer Science 2026-01-14 Pamela Gupta

AI systems are increasingly tasked to complete responsibilities with decreasing oversight. This delegation requires users to accept certain risks, typically mitigated by perceived or actual alignment of values between humans and AI, leading…

Computers and Society · Computer Science 2025-01-29 Jennifer Chien , David Danks

Rising concern for the societal implications of artificial intelligence systems has inspired demands for greater transparency and accountability. However the datasets which empower machine learning are often used, shared and re-used with…

International aid is a critical mechanism for promoting economic growth and well-being in developing nations, supporting progress toward the Sustainable Development Goals (SDGs). However, tracking aid contributions remains challenging due…

Computers and Society · Computer Science 2025-06-25 Sungwon Park , Dongjoon Lee , Kyeongjin Ahn , Yubin Choi , Junho Lee , Meeyoung Cha , Kyung Ryul Park

This paper introduces the Human-AI Governance (HAIG) framework, contributing to the AI Governance (AIG) field by foregrounding the relational dynamics between human and AI actors rather than treating AI systems as objects of governance…

Artificial Intelligence · Computer Science 2026-04-28 Zeynep Engin