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The widespread adoption of Artificial Intelligence (AI) and Machine Learning (ML) comes with a significant environmental impact, particularly in terms of energy consumption and carbon emissions. This pressing issue highlights the need for…

Machine Learning · Computer Science 2025-07-24 Mattia Sabella , Monica Vitali

Recent technological developments and advances in Artificial Intelligence (AI) have enabled sophisticated capabilities to be a part of Digital Twin (DT), virtually making it possible to introduce automation into all aspects of work…

Software Engineering · Computer Science 2022-01-19 Ashwin Agrawal , Martin Fischer , Vishal Singh

The number and complexity of artificial intelligence (AI) applications is growing relentlessly. As a result, even with the many algorithmic and mathematical advances experienced over past decades as well as the impressive energy efficiency…

Machine Learning · Computer Science 2023-12-18 Jose Duato , Jose I. Mestre , Manuel F. Dolz , Enrique S. Quintana-Ortí

This chapter bridges technical analysis and organizational preparedness by tracing the path from layered failure modes to reliability awareness in generative and agentic AI systems. We first introduce an 11-layer failure stack, a structured…

Systems and Control · Electrical Eng. & Systems 2025-11-11 Janet , Lin , Liangwei Zhang

The rapid evolution of artificial intelligence (AI) systems, tools, and technologies has opened up novel, unprecedented opportunities for businesses to innovate, differentiate, and compete. However, growing concerns have emerged about the…

Human-Computer Interaction · Computer Science 2026-01-13 Nelly Elsayed

Recent debates on artificial intelligence increasingly emphasise questions of AI consciousness and moral status, yet there remains little agreement on how such properties should be evaluated. In this paper, we argue that awareness offers a…

Artificial Intelligence · Computer Science 2026-01-22 Nadine Meertens , Suet Lee , Ophelia Deroy

As the possibilities for Artificial Intelligence (AI) have grown, so have concerns regarding its impacts on society and the environment. However, these issues are often raised separately; i.e. carbon footprint analyses of AI models…

Computers and Society · Computer Science 2025-04-02 Alexandra Sasha Luccioni , Giada Pistilli , Raesetje Sefala , Nyalleng Moorosi

With the ever-growing adoption of artificial intelligence (AI), AI-based software and its negative impact on the environment are no longer negligible, and studying and mitigating this impact has become a critical area of research. However,…

Computers and Society · Computer Science 2025-11-27 Ashmita Sampatsing , Sophie Vos , Emma Beauxis-Aussalet , Justus Bogner

The field of user experience (UX) based on the design philosophy of "user-centered design" is moving towards the intelligence era. Still, the existing UX paradigm mainly aims at non-intelligent systems and lacks a systematic approach to UX…

Human-Computer Interaction · Computer Science 2023-03-27 Wei Xu

The next generation of autonomous AI systems will be constrained not only by model capability, but by how intelligence is structured across heterogeneous hardware. Current paradigms -- cloud-centric AI, on-device inference, and edge-cloud…

Artificial Intelligence · Computer Science 2026-04-16 Li Chen

The rapid advancement of Artificial Intelligence (AI) has led to unprecedented computational demands, raising significant environmental and ethical concerns. This paper critiques the prevailing reliance on large-scale, static datasets and…

Artificial Intelligence · Computer Science 2025-10-28 KC Santosh , Rodrigue Rizk , Longwei Wang

Artificial intelligence (AI) in its various forms finds more and more its way into complex distributed systems. For instance, it is used locally, as part of a sensor system, on the edge for low-latency high-performance inference, or in the…

Software Engineering · Computer Science 2022-12-29 Hans-Martin Heyn , Eric Knauss , Patrizio Pelliccione

Technology use has grown rapidly in recent years. It is infused in virtually every aspect of organizational and individual life. This technology runs on servers, typically in data centers. As workloads grow, more serves are required. Each…

Software Engineering · Computer Science 2023-11-06 Kaushik Dutta , Debra Vandermeer

The integration of Artificial Intelligence (AI) into high-stakes domains such as healthcare, finance, and autonomous systems is often constrained by concerns over transparency, interpretability, and trust. While Human-Centered AI (HCAI)…

Human-Computer Interaction · Computer Science 2025-04-29 Chameera De Silva , Thilina Halloluwa , Dhaval Vyas

Given AI systems like ChatGPT can generate content that is indistinguishable from human-made work, the responsible use of this technology is a growing concern. Although understanding the benefits and harms of using AI systems requires more…

Computers and Society · Computer Science 2023-05-10 Jan Philip Wahle , Terry Ruas , Saif M. Mohammad , Norman Meuschke , Bela Gipp

AI is transforming the existing technology landscape at a rapid phase enabling data-informed decision making and autonomous decision making. Unlike any other technology, because of the decision-making ability of AI, ethics and governance…

Computers and Society · Computer Science 2022-10-18 Mahendra Samarawickrama

The growing application of artificial intelligence in sensitive domains has intensified the demand for systems that are not only accurate but also explainable and trustworthy. Although explainable AI (XAI) methods have proliferated, many do…

Artificial Intelligence · Computer Science 2026-01-06 Marilyn Bello , Rafael Bello , Maria-Matilde García , Ann Nowé , Iván Sevillano-García , Francisco Herrera

The human-centered artificial intelligence (HCAI) design approach, the user-centered design (UCD) version in the intelligence era, has been promoted to address potential negative issues caused by AI technology; user experience design (UXD)…

Human-Computer Interaction · Computer Science 2024-03-08 Wei Xu

In the ever-expanding landscape of Artificial Intelligence (AI), where innovation thrives and new products and services are continuously being delivered, ensuring that AI systems are designed and developed responsibly throughout their…

Software Engineering · Computer Science 2024-05-10 Maria Teresa Baldassarre , Domenico Gigante , Marcos Kalinowski , Azzurra Ragone
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