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Artificial intelligence (AI) systems impose substantial and growing environmental costs, yet transparency about these impacts has declined even as their deployment has accelerated. This paper makes three contributions. First, we collate…

计算机与社会 · 计算机科学 2026-03-03 Kai Ebert , Boris Gamazaychikov , Philipp Hacker , Sasha Luccioni

Artificial intelligence (AI) is often presented as a key tool for addressing societal challenges, such as climate change. At the same time, AI's environmental footprint is expanding increasingly. This report describes the systemic…

计算机与社会 · 计算机科学 2025-12-16 Julian Schön , Lena Hoffmann , Nikolas Becker

Artificial Intelligence (AI) is used to create more sustainable production methods and model climate change, making it a valuable tool in the fight against environmental degradation. This paper describes the paradox of an energy-consuming…

人工智能 · 计算机科学 2026-03-17 Arnault Pachot , Céline Patissier

Artificial intelligence (AI) has made remarkable progress in recent years, yet its rapid expansion brings overlooked environmental and ethical challenges. This review explores four critical areas where AI's impact extends beyond…

人工智能 · 计算机科学 2025-07-15 Jenis Winsta

In the times we live in today, humanity faces unprecedented environmental challenges. The emergence of artificial intelligence (AI) has opened new doors in our collective efforts to address our planet's pressing problems; however, many have…

理论经济学 · 经济学 2025-06-23 Van Khanh Pham , Minh Le

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) 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

This paper explores the environmental impact of the super-linear growth trends for AI from a holistic perspective, spanning Data, Algorithms, and System Hardware. We characterize the carbon footprint of AI computing by examining the model…

The technology industry promotes artificial intelligence (AI) as a key enabler to solve a vast number of problems, including the environmental crisis. However, when looking at the emissions of datacenters from worldwide service providers,…

计算机与社会 · 计算机科学 2026-01-13 François Rottenberg , Thomas Feys , Liesbet Van der Perre

The climate crisis requires responses that integrate scientific, ethical, social, and technological perspectives. Artificial intelligence (AI) has emerged as a powerful tool in climate modelling, environmental monitoring, and energy…

计算机与社会 · 计算机科学 2026-01-27 Julio Vega

Climate change is one of the most pressing challenges of our time, requiring rapid action across society. As artificial intelligence tools (AI) are rapidly deployed, it is therefore crucial to understand how they will impact climate action.…

Artificial intelligence (AI) is already driving scientific breakthroughs in a variety of research fields, ranging from the life sciences to mathematics. This raises a critical question: can AI be applied both responsibly and effectively to…

Generative Artificial Intelligence (AI) systems currently contribute negatively to the production of digital waste, via the associated energy consumption and the related CO2 emissions. At this moment, a discussion is urgently needed on the…

人工智能 · 计算机科学 2025-05-27 Vanessa Utz , Steve DiPaola

In the past ten years, artificial intelligence has encountered such dramatic progress that it is now seen as a tool of choice to solve environmental issues and in the first place greenhouse gas emissions (GHG). At the same time the deep…

人工智能 · 计算机科学 2025-06-05 Anne-Laure Ligozat , Julien Lefèvre , Aurélie Bugeau , Jacques Combaz

This report explores the potential implications of rapidly integrating Artificial Intelligence (AI) applications into children's environments. The introduction of AI in our daily lives necessitates scrutiny considering the significant role…

人机交互 · 计算机科学 2024-05-30 Mathilde Neugnot-Cerioli , Olga Muss Laurenty

The past decade has seen a massive rise in the popularity of AI systems, mainly owing to the developments in Gen AI, which has revolutionized numerous industries and applications. However, this progress comes at a considerable cost to the…

计算机与社会 · 计算机科学 2025-12-01 Shyam Agarwal , Mahasweta Chakraborti

With Artificial Intelligence (AI) becoming a powerful tool for education (Zawacki-Richter et al., 2019), this chapter describes the concept of combining generative and traditional AI, citizen-science physiological, neuroergonomic wearables…

人机交互 · 计算机科学 2024-08-29 Kenneth Y T Lim , Minh Anh Nguyen Duc , Minh Tuan Nguyen Thien

Generative artificial intelligence (AI) is increasingly used to write and refactor research code, expanding computational workflows. At the same time, Green AI research has largely measured the footprint of models rather than the downstream…

软件工程 · 计算机科学 2026-03-31 Andres Alonso-Robisco , Carlos Esparcia , Francisco Jareño

The skyrocketing demand for artificial intelligence (AI) has created an enormous appetite for globally deployed power-hungry servers. As a result, the environmental footprint of AI systems has come under increasing scrutiny. More crucially,…

机器学习 · 计算机科学 2024-12-24 Mohammad Hajiesmaili , Shaolei Ren , Ramesh K. Sitaraman , Adam Wierman

This article introduces the concept of the 'dual footprint' as a heuristic device to capture the commonalities and interdependencies between the different impacts of artificial intelligence (AI) on the natural and social surroundings that…

计算机与社会 · 计算机科学 2025-12-02 Paola Tubaro
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