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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

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

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

Across the Artificial Intelligence (AI) lifecycle - from hardware to development, deployment, and reuse - burdens span energy, carbon, water, and embodied impacts. Cloud provider tools improve transparency but remain heterogeneous and often…

人工智能 · 计算机科学 2025-11-14 Marcel Rojahn , Marcus Grum

As the Web transitions from static retrieval to generative interaction, the escalating environmental footprint of Large Language Models (LLMs) presents a critical sustainability challenge. Current paradigms indiscriminately apply…

人工智能 · 计算机科学 2026-03-27 Linxiao Li , Zhixiang Lu

The immense technological progress in artificial intelligence research and applications is increasingly drawing attention to the environmental sustainability of such systems, a field that has been termed Green AI. With this contribution we…

计算机与社会 · 计算机科学 2024-07-16 Christian Clemm , Lutz Stobbe , Kishan Wimalawarne , Jan Druschke

In a world increasingly dominated by AI applications, an understudied aspect is the carbon and social footprint of these power-hungry algorithms that require copious computation and a trove of data for training and prediction. While…

计算机与社会 · 计算机科学 2020-07-21 Abhishek Gupta , Camylle Lanteigne , Sara Kingsley

The rapid adoption of artificial intelligence (AI) and machine learning (ML) has generated growing interest in understanding their environmental impact and the challenges associated with designing environmentally friendly ML-enabled…

软件工程 · 计算机科学 2024-10-15 Heli Järvenpää , Patricia Lago , Justus Bogner , Grace Lewis , Henry Muccini , Ipek Ozkaya

As AI and web agents become pervasive in decision-making, it is critical to design intelligent systems that not only support sustainability efforts but also guard against misinformation. Greenwashing, i.e., misleading corporate…

The sustainability impacts of ICT systems are difficult to assess and govern due to structural complexity, fragmented measurement practices, and unclear responsibilities across system layers. We argue that these challenges cannot be…

Context: The increasing adoption of machine learning (ML) and artificial intelligence (AI) technologies raises growing concerns about their environmental sustainability. Developing and deploying ML-enabled systems is computationally…

软件工程 · 计算机科学 2026-03-20 Vincenzo De Martino , Silverio Martínez-Fernández , Fabio Palomba

As machine learning (ML) and artificial intelligence (AI) technologies become more widespread, concerns about their environmental impact are increasing due to the resource-intensive nature of training and inference processes. Green AI…

软件工程 · 计算机科学 2025-01-06 Vincenzo De Martino , Silverio Martínez-Fernández , Fabio Palomba

Artificial Intelligence (AI) has achieved significant advancements in technology and research with the development over several decades, and is widely used in many areas including computing vision, natural language processing, time-series…

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

The rapid growth in the deployment and scale of modern artificial intelligence (AI) systems has intensified concerns regarding their environmental impacts, yet we still lack a comprehensive view of where and how these impacts arise across…

计算机与社会 · 计算机科学 2026-05-08 Katherine Lambert , Sasha Luccioni

As artificial intelligence (AI) systems grow more powerful, autonomous, and embedded in critical infrastructure, their identification and traceability become foundational to regulatory oversight and sustainable digital governance. In…

密码学与安全 · 计算机科学 2026-04-14 Di Kevin Gao , Jingdao Chen , Shahram Rahimi

The growing complexity of machine learning (ML) models in big data analytics, especially in domains such as environmental monitoring, highlights the critical need for interpretability and explainability to promote trust, ethical…

机器学习 · 计算机科学 2025-10-08 Farjana Yesmin , Nusrat Shirmin

Generative Artificial Intelligence (GenAI) is driving significant environmental impacts. The rapid development and deployment of increasingly larger algorithmic models capable of analysing vast amounts of data are contributing to rising…

计算机与社会 · 计算机科学 2025-02-18 Ana Valdivia

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

Amid accelerated digitalization, not only is the scale of data processing and storage increasing, but so too is the associated infrastructure load on the climate. Current climate models and environmental protocols almost entirely overlook…

物理与社会 · 物理学 2025-07-22 Eldar Knar
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