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The irresponsible use of ML algorithms in practical settings has received a lot of deserved attention in the recent years. We posit that the traditional system analysis perspective is needed when designing and implementing ML algorithms and…

Machine Learning · Computer Science 2022-04-20 Virginia H. Goodwin , Rajmonda S. Caceres

AI systems increasingly shape critical decisions across personal and societal domains. While empirical risk minimization (ERM) drives much of the AI success, it typically prioritizes accuracy over trustworthiness, often resulting in biases,…

Artificial Intelligence · Computer Science 2024-11-07 Diana Pfau , Alexander Jung

As artificial intelligence systems grow more capable and autonomous, frontier AI development poses potential systemic risks that could affect society at a massive scale. Current practices at many AI labs developing these systems lack…

Computers and Society · Computer Science 2025-06-03 Aidan Kierans , Kaley Rittichier , Utku Sonsayar , Avijit Ghosh

Fervent calls for more robust governance of the harms associated with artificial intelligence (AI) are leading to the adoption around the world of what regulatory scholars have called a management-based approach to regulation. Recent…

Artificial Intelligence · Computer Science 2024-06-28 Cary Coglianese , Colton R. Crum

Generative AI is rapidly moving from research to deployment, elevating the need for responsible development, evaluation, and governance. We conduct a PRISMA guided review of 232 studies (November 2022 - December 2025), spanning large…

Complying with the EU AI Act (AIA) guidelines while developing and implementing AI systems will soon be mandatory within the EU. However, practitioners lack actionable instructions to operationalise ethics during AI systems development. A…

Computers and Society · Computer Science 2024-01-08 Krishna Ronanki , Beatriz Cabrero-Daniel , Jennifer Horkoff , Christian Berger

As Artificial Intelligence (AI) becomes pervasive in most fields, from healthcare to autonomous driving, it is essential that we find successful ways of building morality into our machines, especially for decision-making. However, the…

Artificial Intelligence · Computer Science 2023-10-13 Reneira Seeamber , Cosmin Badea

As artificial intelligence (AI) technologies begin to permeate diverse fields-from healthcare to education-consumers, researchers and policymakers are increasingly raising concerns about whether and how AI is regulated. It is therefore…

Computers and Society · Computer Science 2025-10-01 James Weichert , Hoda Eldardiry

Solutions relying on artificial intelligence are devised to predict data patterns and answer questions that are clearly defined, involve an enumerable set of solutions, clear rules, and inherently binary decision mechanisms. Yet, as they…

Computers and Society · Computer Science 2020-10-30 Niya Stoimenova , Rebecca Price

While we have witnessed a rapid growth of ethics documents meant to guide AI development, the promotion of AI ethics has nonetheless proceeded with little input from AI practitioners themselves. Given the proliferation of AI for Social Good…

Computers and Society · Computer Science 2021-01-07 Mark Findlay , Josephine Seah

Both the ethics of autonomous systems and the problems of their technical implementation have by now been studied in some detail. Less attention has been given to the areas in which these two separate concerns meet. This paper, written by…

The integration of artificial intelligence (AI) into the industrial sector has not only driven innovation but also expanded the ethical landscape, necessitating a reevaluation of principles governing technology and its applications and…

Computers and Society · Computer Science 2026-01-15 Ruomu Tan , Martin W Hoffmann

Artificial Intelligence (AI) provides many opportunities to improve private and public life. Discovering patterns and structures in large troves of data in an automated manner is a core component of data science, and currently drives…

Artificial Intelligence · Computer Science 2019-10-11 Vaishak Belle

Artificial intelligence (AI) continues to find more numerous and more critical applications in the financial services industry, giving rise to fair and ethical AI as an industry-wide objective. While many ethical principles and guidelines…

Computers and Society · Computer Science 2021-11-03 Eren Kurshan , Jiahao Chen , Victor Storchan , Hongda Shen

Artificial intelligence (AI) and Machine Learning (ML) have moved from research and pilot projects into everyday business operations, with generative AI accelerating adoption across processes, products, and services. This paper introduces…

Computers and Society · Computer Science 2026-02-17 Stephan Sandfuchs , Diako Farooghi , Janis Mohr , Sarah Grewe , Markus Lemmen , Jörg Frochte

Responsible Artificial Intelligence (RAI) addresses the ethical and regulatory challenges of deploying AI systems in high-risk scenarios. This paper proposes a comprehensive framework for the design of an RAI system (RAIS) that integrates…

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…

Ttraditional safety engineering is coming to a turning point moving from deterministic, non-evolving systems operating in well-defined contexts to increasingly autonomous and learning-enabled AI systems which are acting in largely…

Artificial Intelligence · Computer Science 2022-05-13 Harald Rueß , Simon Burton

Companies have considered adoption of various high-level artificial intelligence (AI) principles for responsible AI, but there is less clarity on how to implement these principles as organizational practices. This paper reviews the…

Computers and Society · Computer Science 2020-06-09 Daniel Schiff , Bogdana Rakova , Aladdin Ayesh , Anat Fanti , Michael Lennon

Assuring safety for ``AI-based'' systems is one of the current challenges in safety engineering. For automated driving systems, in particular, further assurance challenges result from the open context that the systems need to operate in…

Systems and Control · Electrical Eng. & Systems 2025-07-29 Marcus Nolte , Nayel Fabian Salem , Olaf Franke , Jan Heckmann , Christoph Höhmann , Georg Stettinger , Markus Maurer
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