EC Library Guide on artificial intelligence, ethics, bias and fairness: Selected publications
Selected publications from international organisations
- AI guidelines for parliaments
Fitsilis, F., von Lucke, J. and Vrieze, F. (eds.), Westminster Foundation for Democracy (WFD), 2024.
These AI guidelines for parliaments not only promote responsible AI use but also empower parliaments to mitigate the risks of AI whilst leveraging AI’s potential to strengthen their functions and serve citizens better. They were developed by a technical working group of 22 expert parliamentary scholars and professionals from 16 countries.
Part 1 of the document - the introduction to the guidelines - describes AI and generative AI, and outlines why we need guidelines, the challenges of using AI in a parliamentary setting, and how AI could be used in parliaments. Part 2 of the document contains the guidelines. Following a summary, the detailed guidelines are organised into six sections, covering a range of critical issues: a) ethical principles; b) artificial general intelligence (AGI); c) privacy; d) governance; e) system design; f)capacity building. Each of the 40 guidelines is presented in a structured format, aiming to address three main questions: a) Why does this guideline matter?; c) Are there known examples of its implementation?; d) How can this guideline be implemented? Brief further considerations and recommendations are also included in each guideline. Part 3 briefly outlines a way forward in the development of guidelines for AI in parliaments. Part 4 contains a list of abbreviations, a glossary, and the bibliography.
- AI Revolution in Education: What You Need to Know
Molina, E.; Cobo, C.; Pineda, J.; Rovner, H., Digital Innovations in Education; Brief No.1, World Bank, 2024.
The AI revolution is transforming education at an unprecedented pace, offering opportunities to personalize learning experiences, support teachers, and optimize education management. This brief explores nine key AI-driven innovations in Latin America and the Caribbean, divided into solutions for teachers, students, and administration. For teachers, AI-powered mentors and feedback systems are improving teacher recruitment, retention, and professional development. AI-assisted lesson planning and automated administrative tasks are empowering educators to focus on teaching and mentoring students.
Students benefit from AI-powered tutoring systems that adapt to their individual needs. The brief also examines the use of generative AI for assignments and the need to foster responsible AI use. In education administration, AI streamlines processes, identifies at-risk students, and optimizes resource allocation, such as matching teachers to vacancies and students to schools. Navigating the promise and challenges of AI requires addressing key issues like digital divide, ethical governance, and limited evidence on effectiveness at scale. AI should enhance human expertise, not replace it. Policymakers must proactively shape the responsible development of AI to create an inclusive, innovative future of learning for all.
- Artificial intelligence in science: Challenges, opportunities and the future of research
OECD, OECD Publishing, 2023.
The rapid advances of artificial intelligence (AI) in recent years have led to numerous creative applications in science. Accelerating the productivity of science could be the most economically and socially valuable of all the uses of AI. Utilising AI to accelerate scientific productivity will support the ability of OECD countries to grow, innovate and meet global challenges, from climate change to new contagions.
This publication is aimed at a broad readership, including policy makers, the public, and stakeholders in all areas of science. It is written in non-technical language and gathers the perspectives of prominent researchers and practitioners.
The book examines various topics, including the current, emerging, and potential future uses of AI in science, where progress is needed to better serve scientific advancements, and changes in scientific productivity. Additionally, it explores measures to expedite the integration of AI into research in developing countries. A distinctive contribution is the book’s examination of policies for AI in science. Policy makers and actors across research systems can do much to deepen AI’s use in science, magnifying its positive effects, while adapting to the fast-changing implications of AI for research governance.
- Ethical principles for web machine learning
World Wide Web Consortium, 2023.
This document discusses ethical issues associated with using Machine Learning and outlines considerations for web technologies that enable related use cases.
- Foundation models such as ChatGPT through the prism of the UNESCO Recommendation on the Ethics of Artificial Intelligence
UNESCO, 2023.
As AI continues to open up numerous of opportunities to transform and revolutionize how we address global challenges and move through the world, excitement over AI systems has been tempered by growing concerns over its potential harms and ethical issues that may arise. Some of the concerns that have been raised by world leaders and experts include the use of AI by malicious parties, the amplification and exacerbation of existing biases, as well as the propensity of AI to facilitate the spread of disinformation and misinformation.
In response to these growing concerns, UNESCO has published a policy paper containing analyses of burgeoning “experimental” AI tools such as ChatGPT which have taken the world by storm through the lens of the UNESCO Recommendation on the Ethics of Artificial Intelligence. Crucially, the paper is grounded in ethical principles, and highlights the known effects of such models in relation to the principles and policy areas of the Recommendation.
- G7 Toolkit for Artificial Intelligence in the Public Sector
OECD Publishing, 2024.
This Toolkit is a comprehensive guide designed to help policymakers and public sector leaders translate principles for safe, secure, and trustworthy Artificial Intelligence (AI) into actionable policies. AI can help improve the efficiency of internal operations, the effectiveness of policymaking, the responsiveness of public services, and overall transparency and accountability. Recognising both the opportunities and risks posed by AI, this toolkit provides practical insights, shares good practices for the use of AI in and by the public sector, integrates ethical considerations, and provides an overview of G7 trends. It further showcases public sector AI use cases, detailing their benefits, as well as the implementation challenges faced by G7 members, together with the emerging policy responses to guide and coordinate the development, deployment, and use of AI in the public sector. The toolkit finally highlights key stages and factors characterising the journey of public sector AI solutions.
- Governing AI for Humanity
United Nations, AI Advisory Body, 2024.
This report outlines a blueprint for addressing AI-related risks and sharing its transformative potential globally, including by: - Urging the UN to lay the foundations of the first globally inclusive and distributed architecture for AI governance based on international cooperation; - Proposing seven recommendations to address gaps in current AI governance arrangements; - Calling on all governments and stakeholders to work together in governing AI to foster development and protection of all human rights. This includes light institutional mechanisms to complement existing efforts and foster inclusive global AI governance arrangements that are agile, adaptive and effective to keep pace with AI’s evolution.
- Mettre l’intelligence artificielle au service d'une mise en œuvre proactive des politiques et services publics = Leveraging artificial intelligence for proactive delivery of public policies and services
OECD, in Panorama des administrations publiques, OECD Publishing, 2023.
Une administration proactive anticipe les besoins des individus pour y répondre rapidement, rendant les services publics plus accessibles, augmentant la satisfaction des usagers et allégeant les charges administratives. Pour transformer cette vision en réalité, les pays s'appuient sur une utilisation stratégique et digne de confiance de l’intelligence artificielle (IA), conforme à ce que promeuvent les Principes de l’OCDE sur l’IA et la Recommandation du Conseil sur l’intelligence artificielle.
- Méthode d’évaluation de l’état de préparation: Un outil de la Recommandation sur l’éthique de l’intelligence artificielle
UNESCO, 2023.
La méthode d’évaluation de l’état de préparation est un instrument au niveau macro qui aidera les pays à savoir se situer sur l’échelle de préparation à une mise en œuvre éthique et responsable de l’IA dans l’intérêt de l’ensemble de leurs citoyens, tout en leur indiquant les changements indispensables à apporter sur les plans institutionnels et réglementaires. Les résultats de la méthode d’évaluation de l’état de préparation aideront l’UNESCO à adapter les mesures de renforcement des capacités aux besoins de chacun des pays. « Capacités » désigne ici l’aptitude à évaluer les systèmes d’IA conformément à la Recommandation ainsi que la présence du capital humain, d’infrastructures, de politiques et de réglementations nécessaires et appropriées pour répondre aux défis posés par les technologies de l’IA et à veiller à ce que les personnes et leurs intérêts soient toujours placés au cœur du développement de l’IA.
- OECD Artificial Intelligence Review of Germany = OECD-Bericht zu Künstlicher Intelligenz in Deutschland
OECD Publishing, 2024.
This report provides an international benchmarking of Germany’s artificial intelligence (AI) ecosystem and discusses progress in implementing its national AI strategy. The report draws on quantitative and qualitative data and insights from the OECD.AI Policy Observatory and from the OECD Programme on AI in Work, Innovation, Productivity and Skills (AI-WIPS) – an OECD research programme financed by the German Federal Government – and results from a series of interviews with a wide range of stakeholders in Germany.
The review discusses Germany’s strengths, weaknesses, opportunities, and challenges in AI, and provides recommendations to steer AI policy in Germany in the coming years. The evidence is presented according to the core focus areas outlined in Germany’s national AI strategy, which include: 1) minds; 2) research; 3) transfer and applications; 4) the world of work; 5) policy and regulatory frameworks; and 6) society. Furthermore, the report discusses AI infrastructure and it includes three sector spotlights on AI in the public sector, AI and environmental sustainability and AI and healthcare.
- Open data for AI: What now?
Ziesche, S., UNESCO, 2023.
In order to fight the epidemic, timely, relevant, and high-quality open data were globally shared. This cooperative and efficient undertaking could serve as a blue-print for a better and more sustainable future for all. Having raw data is the first essential step in processing and transforming them into actionable information. But the required data need to have certain characteristics, such as being accurate, timely and reliable. Further critical aspects of data are that they are findable, accessible, interoperable and reusable (FAIR) by anyone for any purpose.
The aim of these guidelines is to apprise Member States of the value of open data, and to outline how data are curated and opened. These guidelines specify concrete steps that Member States can take to open their data in three phases - Prepare, Open, Follow-up.
These guidelines follow up on the UNESCO Recommendation on the Ethics of Artificial Intelligence, which, among other topics, includes a call for open data for AI. These guidelines will also play a crucial role in supporting the UNESCO Recommendations on Open Science by facilitating data sharing, enhancing reproducibility and transparency, promoting data interoperability and standards, supporting data preservation and long-term access.
- The potential impact of Artificial Intelligence on equity and inclusion in education
OECD Publishing, 2024.
This working paper reviews the impact of Artificial Intelligence (AI) on equity and inclusion in education, focusing on learner-centred, teacher-led and other institutional AI tools. It highlights the potential of AI in adapting learning while also addressing challenges such as access issues, inherent biases and the need for comprehensive teacher training. The paper emphasises the importance of balancing the potential benefits of AI with ethical considerations and the risk of exacerbating existing disparities. It highlights the need to address privacy and ethical concerns, enhance cultural responsiveness, manage techno ableism and provide continuing professional learning in AI. Additionally, the paper stresses the importance of maintaining educational integrity amidst growing commercial influence. It encourages research on AI tools’ implications for equity and inclusion to ensure that AI adoption in education supports a more equitable and inclusive learning environment.
- Readiness assessment methodology: A tool of the recommendation on the ethics of artificial intelligence
UNESCO, 2023.
The RAM is a macro level instrument that will help countries understand where they stand on the scale of preparedness to implement AI ethically and responsibly for all their citizens, in so doing highlighting what institutional and regulatory changes are needed. The outputs of the RAM will help UNESCO tailor the capacity building efforts to the needs of specific countries. Capacity here refers to the ability to assess AI systems in line with the Recommendation, the presence of requisite and appropriate human capital, and infrastructure, policies, and regulations to address the challenges brought about by AI technologies and ensure that people and their interests are always at the center of AI development.
- The risks and challenges of neurotechnologies for human rights
UNESCO, University of Milan-Bicocca and State University of New York, UNESCO, 2023.
In line with the Report of the International Bioethics Committee of UNESCO (IBC) on the ethical issues of neurotechnology (December 2021), this publication builds on the efforts made by the international communityto raise awareness on the risks resulting from the uses of neurotechnologies for human rights.
This interdisciplinary publication is the result of two-days of enlightening and thought-provoking discussions among neuroscientists, engineers, computer scientists, philosophers, legal scholars and experts in neuroethics. It provides an updated picture of the state of art of neurotechnology both from a scientific, regulatory and human rights perspective. The issues are presented in a concise and readable fashion. The publication aims to inform and engage the general public in the global debate about the human rights risks and challenges relatingto the uses of neurotechnology.
- UNESCO’s Recommendation on the ethics of artificial intelligence: Key facts
UNESCO, 2023.
In no other field is the ethical compass is more relevant than in artificial intelligence. These general-purpose technologies are re-shaping the way we work, interact, and live. The world is set to change at a pace not seen since the deployment of the printing press six centuries ago. AI technology brings major benefits in many areas, but without the ethical guardrails, it risks reproducing real world biases and discrimination, fueling divisions and threatening fundamental human rights and freedoms.
The Recommendation emphasizes who should be in control of these technologies. It makes a strong call to governments around the world to establish the necessary institutional and legal frameworks to govern these technologies and ensure they contribute to the public good. It clearly signals the end of the “self-regulatory model” that has prevailed, prioritizing commercial and geopolitical objectives over people for too long. The Recommendation establishes a set of values in line with the promotion and protection of human rights, human dignity, and environmental sustainability. It advances essential principles such as transparency, accountability, and the rule of law online.
- Last Updated: Dec 13, 2024 12:20 PM
- URL: https://ec-europa-eu.libguides.com/ai-and-ethics
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