|  | Vol-4165 urn:nbn:de:0074-4165-x Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# Green-Aware AI@ECAI 2025
Green-Aware Artificial Intelligence 2025

## Proceedings of the 2nd Workshop on Green-Aware Artificial Intelligence (Green-Aware AI@ECAI 2025)
co-located with the 28th European Conference on Artificial Intelligence (ECAI 2025)

### Bologna, Italy, 25-30 October 2025.

Edited by

### Riccardo Cantini *
Luca Ferragina *
Davide Mario Longo *
Anastasija Nikiforova ***
Simona Nisticò *
Reza Shahbazian **
Dipanwita Thakur *
Irina Trubitsyna *
Giovanna Varricchio *

* University of Calabria, Rende, Italy
** University of Palermo, Palermo, Italy
*** University of Tartu, Tartu, Estonia

## Table of Contents

- Preface
  Summary: There were a total of 23 papers submitted for peer-review to this workshop. Out of these, 17 papers were accepted for this volume, 8 as regular papers and 9 as short papers.

### Sustainability

- Correlation Clustering with Fairness Constraints 1-10
  Francesco Gullo, Lucio La Cava, Domenico Mandaglio, Andrea Tagarelli
- Identifying Sustainability in Public Tendering 11-19
  Luca Rolshoven, Veton Matoshi, Tilia Ellendorff, Sarah Hostettler, Rahel Meili, Judith Binder, Matthias Stürmer
- Towards Sustainability Model Cards 20-28
  Gwendal Jouneaux, Jordi Cabot
- LUMI Agents: A Fuzzy BDI Framework for Intelligent Agents 29-37
  Muhammad Asaf, Paola Guarasci, Domenico Laurito, Davide Mario Longo, Angelo Mendicelli, Francesco Scarcello
- Approximating Optimal Labelings for Temporal Connectivity (Extended Abstract) 38-42
  Daniele Carnevale, Gianlorenzo D'Angelo, Martin Olsen

### Green AI

- Layer-wise Quantization in Green-Aware AI 43-53
  Farwa Ikram, Dipanwita Thakur, Antonella Guzzo, Giancarlo Fortino
- Eco-Friendly AI: a Framework for Data Centric Green Federated Learning 54-63
  Mattia Sabella, Monica Vitali
- What Is Hiding in the Energy Footprint of AI Planning? Initiating Energy Accountability 64-78
  Ilche Georgievski
- Sustainable LLM Benchmarking: Efficient Evaluation Optimizing Costs and Resources 79-91
  Nathanaël Lemonnier, Jacques Kluska, Vincent Morel
- Choosing to Be Green: Advancing Green AI via Dynamic Model Selection 92-100
  Emilio Cruciani, Roberto Verdecchia
- Obviously Strategy-Proof Auctions for Energy Efficiency 101-109
  Diodato Ferraioli
- Enhancing Cloud Energy Efficiency through Predictive Machine Learning for Inter- and Intra-Data Center VM Consolidation 110-117
  Santina Capalbo, Eugenio Cesario, Paolo Lindia, Federica Lobello, Andrea Vinci

### Applications

- Calibrated Weed Mapping 118-127
  Pasquale De Marinis, Gabriele Detomaso, Gennaro Vessio, Giovanna Castellano
- Deep Reinforcement Learning-based Parameter Optimization in Milling: A Novel Approach for Enhancing Tool Life 128-139
  Stefania Ferrisi, Mohamadreza Afrasiabi, Rosita Guido, Domenico Umbrello, Giuseppina Ambrogio, Markus Bambach
- The PRIMA Project: A Real-time Integrated Platform for Forest Fire Monitoring and Analysis 140-151
  Giuseppe Alì, Pierpaolo Antonio Fusaro, Luigi Granata, Salvatore Iiritano, Raffaele Mangiardi, Antonio Mazza, Andrea Mirante, Pietro Salvatore Pantano
- A Human-Centric Environment (HCE) Framework for Sustainable Production in a Bakery 152-159
  Luca Laboccetta, Giorgio Terracina, Massimiliano Ruffolo, Davide Iacopino, Marta Maria, Salvatore Iiritano, Simona Perri, Francesco Calimeri
- SKET-Monitor: A Knowledge-Driven AI System for Sustainable Environmental and Territorial Monitoring 160-166
  Veronica Camerada, Dario Guidotti, Salvatore Lampreu, Laura Pandolfo, Luca Pulina

2026-01-20: submitted by Simona Nisticò, metadata incl. bibliographic data published under Creative Commons CC0
2026-02-07: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|