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相关论文: Greening AI-enabled Systems with Software Engineer…

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The proliferation of software and AI comes with a hidden risk: its growing energy and carbon footprint. As concerns regarding environmental sustainability come to the forefront, understanding and optimizing how software impacts the…

A paradigm shift is underway in Software Engineering, with AI systems such as LLMs playing an increasingly important role in boosting software development productivity. This trend is anticipated to persist. In the next years, we expect a…

软件工程 · 计算机科学 2026-03-27 Valerio Terragni , Annie Vella , Partha Roop , Kelly Blincoe

Generative Artificial Intelligence (GenAI) tools have become increasingly prevalent in software development, offering assistance to various managerial and technical project activities. Notable examples of these tools include OpenAIs…

Nowadays, software is pervasive in our everyday lives. Its sustainability and environmental impact have become major factors to be considered in the development of software systems. Millennials-the newer generation of university…

软件工程 · 计算机科学 2017-03-06 Damiano Torre , Giuseppe Procaccianti , Davide Fucci , Sonja Lutovac , Giuseppe Scanniello

Recent advances in artificial intelligence (AI) capabilities have increased the eagerness of companies to integrate AI into software systems. While AI can be used to have a positive impact on several dimensions of sustainability, this is…

软件工程 · 计算机科学 2024-09-12 Apoorva Nalini Pradeep Kumar , Justus Bogner , Markus Funke , Patricia Lago

Robots are experiencing a revolution as they permeate many aspects of our daily lives, from performing house maintenance to infrastructure inspection, from efficiently warehousing goods to autonomous vehicles, and more. This technical…

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

The increased use of AI systems is associated with multi-faceted societal, environmental, and economic consequences. These include non-transparent decision-making processes, discrimination, increasing inequalities, rising energy consumption…

计算机与社会 · 计算机科学 2023-11-27 Friederike Rohde , Josephin Wagner , Andreas Meyer , Philipp Reinhard , Marcus Voss , Ulrich Petschow , Anne Mollen

With the ever-growing adoption of AI-based systems, the carbon footprint of AI is no longer negligible. AI researchers and practitioners are therefore urged to hold themselves accountable for the carbon emissions of the AI models they…

人工智能 · 计算机科学 2023-05-08 Roberto Verdecchia , June Sallou , Luís Cruz

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

Philosophers of technology have recently started paying more attention to the environmental impacts of AI, in particular of large language models (LLMs) and generative AI (genAI) applications. Meanwhile, few developers of AI give concrete…

计算机与社会 · 计算机科学 2025-07-30 Sylvia Wenmackers

Nowadays, AI-based systems have achieved outstanding results and have outperformed humans in different domains. However, the processes of training AI models and inferring from them require high computational resources, which pose a…

软件工程 · 计算机科学 2023-07-20 Silverio Martínez-Fernández , Xavier Franch , Francisco Durán

Self-adaptive robotic systems operate autonomously in dynamic and uncertain environments, requiring robust real-time monitoring and adaptive behaviour. Unlike traditional robotic software with predefined logic, self-adaptive robots exploit…

This report documents the programme and the outcomes of Dagstuhl Seminar 22382 "Machine Learning for Science: Bridging Data-Driven and Mechanistic Modelling". Today's scientific challenges are characterised by complexity. Interconnected…

人工智能 · 计算机科学 2023-03-09 Philipp Berens , Kyle Cranmer , Neil D. Lawrence , Ulrike von Luxburg , Jessica Montgomery

The compute requirements associated with training Artificial Intelligence (AI) models have increased exponentially over time. Optimisation strategies aim to reduce the energy consumption and environmental impacts associated with AI,…

机器学习 · 计算机科学 2024-12-24 Clément Morand , Anne-Laure Ligozat , Aurélie Névéol

Although AI is transforming the world, there are serious concerns about its ability to behave and make decisions responsibly. Many ethical regulations, principles, and frameworks for responsible AI have been issued recently. However, they…

软件工程 · 计算机科学 2022-03-17 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , Zhenchang Xing

Sustainability is increasingly recognized as a critical dimension of engineering education, yet its integration into Software Engineering curricula remains a challenge. This paper reports on a case study that examines how sustainability is…

计算机与社会 · 计算机科学 2025-10-07 Ruzanna Chitchyan , Niki Mahmoudi

Large Language Models (LLMs) have transformed numerous domains by providing advanced capabilities in natural language understanding, generation, and reasoning. Despite their groundbreaking applications across industries such as research,…

人工智能 · 计算机科学 2025-01-22 Aditi Singh , Nirmal Prakashbhai Patel , Abul Ehtesham , Saket Kumar , Tala Talaei Khoei

Progressing digitalization and increasing demand and use of software cause rises in energy- and resource consumption from information and communication technologies (ICT). This raises the issue of sustainability in ICT, which increasingly…