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Research and analysis item

Towards auditable AI systems

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Artificial Intelligence (AI) systems are playing an ever growing role as part of decision and control systems in diverse applications, among them security- and safety-critical application domains such as mobility, biometrics and medicine. The use of AI technologies such as…
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Organisation: Federal Office for Information Security
Publication date: 5 Jan 2021
As individuals and communities interact in and with an environment that is increasingly virtual they are often vulnerable to the commodification of their digital exhaust. Concepts and behavior that are ambiguous in nature are captured in this environment, quantified, and…
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Organisation: National Institute of Standards and Technology
Publication date: 11 Jan 2026
The importance and growth of autonomous and artificial intelligence (AI) systems has led to a strong consensus that ANSI should identify needs for the coordination of standardization for AI in healthcare, using a collaborative community approach. Current events and an…
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Organisation: ANSI
Publication date: 11 Jan 2026
In this paper, we make the case that interpretability and explainability are distinct requirements for machine learning systems. To make this case, we provide an overview of the literature in experimental psychology pertaining to interpretation (especially of numerical stimuli) and…
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Organisation: National Institute of Standards and Technology
Publication date: 4 Dec 2021
We introduce four principles for explainable artificial intelligence (AI) that comprise fundamental properties for explainable AI systems. We propose that explainable AI systems deliver accompanying evidence or reasons for outcomes and processes; provide explanations that are understandable to individual users;…
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Organisation: National Institute of Standards and Technology
Publication date: 11 Jan 2026
In September 2009, the IEEE Board of Directors approved the new IEEE tagline – Advancing Technology for Humanity – as recommended by the IEEE Public Visibility Committee. Aligned with the IEEE tagline, IEEE Standards Association takes the initiative to address…
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Organisation: IEEE
Publication date: 11 Jan 2026
Research and analysis item

AI risk management framework

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NIST is developing a framework to better manage risks to individuals, organizations, and society associated with artificial intelligence (AI). The NIST Artificial Intelligence Risk Management Framework (AI RMF or Framework) is intended for voluntary use and to improve the ability…
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Organisation: National Institute of Standards and Technology
Publication date: 19 Jan 2023
This NIST Interagency/Internal Report (NISTIR) is intended as a step toward securing applications of Artificial Intelligence (AI), especially against adversarial manipulations of Machine Learning (ML), by developing a taxonomy and terminology of Adversarial Machine Learning (AML). Although AI also includes…
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Organisation: National Institute of Standards and Technology
Publication date: 10 Jan 2019
What is this report about? The Virtual and Augmented Reality industries represent a very substantial and fast-growing opportunity. According to Goldman Sachs, AR and VR are expected to grow into a $95 billion market by 2025. Against this backdrop, there’s…
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Organisation: British Standards Institution
Publication date: 1 Mar 2022
Research and analysis item

Safety in the future

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As more and more machines are integrated into the factory automation and logistic automation, mobility and healthcare processes, the need to ensure safe procedures for people working with machines is increasing. The Internet of Things (IoT), big data, advanced robotics…
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Organisation: IEC
Publication date: 11 Sep 2020