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

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