Publications

Greening AI-Enabled Systems with Software Engineering: A Research Agenda for Environmentally Sustainable AI Practices

Authors: Luís Cruz, João Paulo Fernandes, Maja H. Kirkeby, Silverio Martínez-Fernández, June Sallou, Hina Anwar, Enrique Barba Roque, Justus Bogner, Joel Castaño, Fernando Castor, Aadil Chasmawala, Simão Cunha, Daniel Feitosa, Alexandra González, Andreas Jedlitschka, Patricia Lago, Henry Muccini, Ana Oprescu, Pooja Rani, João Saraiva, Federica Sarro, Raghavendra Selvan, Karthik Vaidhyanathan, Roberto Verdecchia, Ivan P. Yamshchikov

Published in: ACM SIGSOFT Software Engineering Notes.

Abstract: The environmental impact of Artificial Intelligence (AI)-enabled systems is increasing rapidly, and software engineering plays a critical role in developing sustainable solutions. The "Greening AI with Software Engineering" CECAM-Lorentz workshop (no. 1358, 2025) funded by the Centre Européen de Calcul Atomique et Moléculaire and the Lorentz Center, provided an interdisciplinary forum for 29 participants, from practitioners to academics, to share knowledge, ideas, practices, and current results dedicated to advancing green software and AI research. The workshop was held February 3-7, 2025, in Lausanne, Switzerland. Through keynotes, flash talks, and collaborative discussions, participants identified and prioritized key challenges for the field. These included energy assessment and standardization, benchmarking practices, sustainability-aware architectures, runtime adaptation, empirical methodologies, and education. This report presents a research agenda emerging from the workshop, outlining open research directions and practical recommendations to guide the development of environmentally sustainable AI-enabled systems rooted in software engineering principles.

Bibtex (copy):
@article{cruz2025greening,
author={Lu\'{i}s Cruz and Jo\~{a}o Paulo Fernandes and Maja H. Kirkeby and Silverio Mart\'{i}nez-Fern\'{a}ndez and June Sallou and Hina Anwar and Enrique Barba Roque and Justus Bogner and Joel Casta\~{n}o and Fernando Castor and Aadil Chasmawala and Sim\~{a}o Cunha and Daniel Feitosa and Alexandra Gonz\'{a}lez and Andreas Jedlitschka and Patricia Lago and Henry Muccini and Ana Oprescu and Pooja Rani and Jo\~{a}o Saraiva and Federica Sarro and Raghavendra Selvan and Karthik Vaidhyanathan and Roberto Verdecchia and Ivan P. Yamshchikov},
title={Greening AI-Enabled Systems with Software Engineering: A Research Agenda for Environmentally Sustainable AI Practices},
journal={ACM SIGSOFT Software Engineering Notes},
year={2025},
volume={50},
number={3},
pages={14--23},
doi={10.1145/3743095.3743099}}

Read me: Arxiv. DOI: 10.1145/3743095.3743099.