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Growing awareness of the environmental impact of digital technologies has led to several isolated initiatives to promote sustainable practices. However, despite these efforts, the environmental footprint of generative AI, particularly in…

计算机与社会 · 计算机科学 2024-02-06 Thomas Le Goff

Artificial Intelligence (AI) presents opportunities to develop tools and techniques for addressing some of the major global challenges and deliver solutions with significant social and economic impacts. The application of AI has…

人工智能 · 计算机科学 2022-02-08 Shivam Gupta , Auriol Degbelo

As research and practice in artificial intelligence (A.I.) grow in leaps and bounds, the resources necessary to sustain and support their operations also grow at an increasing pace. While innovations and applications from A.I. have brought…

Artificial intelligence (AI) is currently considered a sustainability "game-changer" within and outside of academia. In order to discuss sustainable AI this article draws from insights by critical data and algorithm studies, STS,…

计算机与社会 · 计算机科学 2025-03-25 Rainer Rehak

Artificial Intelligence (AI) is changing the world, but its impacts on the environment and human well-being remain uncertain. We conducted a systematic literature review of 1,291 studies selected from 6,655 records, identifying the main…

计算机与社会 · 计算机科学 2026-03-02 Noemi Luna Carmeno , Tiago Domingos , Daniel W. O'Neill

The increasing attention on Artificial Intelligence (AI) regulation has led to the definition of a set of ethical principles grouped into the Sustainable AI framework. In this article, we identify Continual Learning, an active area of AI…

人工智能 · 计算机科学 2021-11-19 Andrea Cossu , Marta Ziosi , Vincenzo Lomonaco

Given the growing use of Artificial Intelligence (AI) and machine learning (ML) methods across all aspects of environmental sciences, it is imperative that we initiate a discussion about the ethical and responsible use of AI. In fact, much…

计算机与社会 · 计算机科学 2022-04-14 Amy McGovern , Imme Ebert-Uphoff , David John Gagne , Ann Bostrom

The rapid advancement of artificial intelligence (AI) technologies presents both unprecedented opportunities and significant challenges for sustainable economic development. While AI offers transformative potential for addressing…

人工智能 · 计算机科学 2026-03-10 Anas ALsobeh , Raneem Alkurdi

This chapter explores the convergence of two major developments: the rise of environmental, social, and governance (ESG) investing and the exponential growth of artificial intelligence (AI) technology. The increased demand for diverse ESG…

人工智能 · 计算机科学 2025-05-20 Georgios Pavlidis

In particular, large-scale deep learning and artificial intelligence model training uses a lot of computational power and energy, so it poses serious sustainability issues. The fast rise in model complexity has resulted in exponential…

硬件体系结构 · 计算机科学 2025-08-20 Yashasvi Makin , Rahul Maliakkal

Artificial Intelligence is increasingly pervasive across domains, with ever more complex models delivering impressive predictive performance. This fast technological advancement however comes at a concerning environmental cost, with…

计算机与社会 · 计算机科学 2025-09-25 Emilio Cruciani , Roberto Verdecchia

Open-source software (OSS) is foundational to modern digital infrastructure, yet this context for group work continues to struggle to ensure sufficient contributions in many critical cases. This literature review explores how artificial…

软件工程 · 计算机科学 2026-02-10 S M Rakib UI Karim , Wenyi Lu , Sean Goggins

The emergence of artificial intelligence (AI) and its progressively wider impact on many sectors across the society requires an assessment of its effect on sustainable development. Here we analyze published evidence of positive or negative…

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…

计算机与社会 · 计算机科学 2025-04-02 Alexandra Sasha Luccioni , Giada Pistilli , Raesetje Sefala , Nyalleng Moorosi

The rapid growth of artificial intelligence (AI), particularly Large Language Models (LLMs), has raised concerns regarding its global environmental impact that extends beyond greenhouse gas emissions to include consideration of hardware…

人工智能 · 计算机科学 2025-01-28 Clément Desroches , Martin Chauvin , Louis Ladan , Caroline Vateau , Simon Gosset , Philippe Cordier

Energy management decreases energy expenditures and consumption while simultaneously increasing energy efficiency, reducing carbon emissions, and enhancing operational performance. Smart grids are a type of sophisticated energy…

As generative AI systems become widely adopted, they enable unprecedented creation levels of synthetic data across text, images, audio, and video modalities. While research has addressed the energy consumption of model training and…

计算机与社会 · 计算机科学 2025-05-29 Vanessa Utz

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…

人工智能 · 计算机科学 2025-10-28 KC Santosh , Rodrigue Rizk , Longwei Wang

The development of AI applications, especially in large-scale wireless networks, is growing exponentially, alongside the size and complexity of the architectures used. Particularly, machine learning is acknowledged as one of today's most…

机器学习 · 计算机科学 2024-09-24 Dipanwita Thakur , Antonella Guzzo , Giancarlo Fortino , Francesco Piccialli

In this research paper, we propose a new type of energy-efficient Green AI architecture to support circular economies and address the contemporary challenge of sustainable resource consumption in modern systems. We introduce a multi-layered…

机器学习 · 计算机科学 2025-06-17 Ripal Ranpara