|  | Vol-4028 urn:nbn:de:0074-4028-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).

# WOA 2025
26th Workshop "From Objects to Agents"

### Proceedings of WOA 2025, the 26th Workshop "From Objects to Agents"

### Trento (TN), Italy, July 3–4, 2025.

Edited by

### Giovanni Ciatto *
Enrico Blanzieri **
Viviana Mascardi ***

* Alma Mater Studiorum–Università di Bologna, Via dell'Università 50, 47522 Cesena (FC), Italy
** Università di Trento, Via Sommarive 9, 38123 Povo (TN), Italy
*** Università degli Studi di Genova, Genova, Italy

## Table of Contents

- Preface
  Summary: There were 9 papers submitted for peer-review to this workshop. Out of these, 9 papers were accepted for this volume, 9 as regular papers and 0 as short papers.

### Session 1: Advances of BDI Agents and Cognitive Architectures

- The Agent Working Cycle in CATALINA 2–18
  Massimo Cossentino, Guido Averna, Giovanni Pilato, Myrto Mylopoulos, John Mylopoulos
- Other papers presented in this session were dissemination papers, not peer-reviewed and not included in this volume:
  - Exploiting GenAI for Plan Generation in BDI Agents
    Giovanni Ciatto, Gianluca Aguzzi, Riccardo Battistini, Martina Baiardi, Samuele Burattini, Alessandro Ricci
  - ChatBDI: Think BDI, Talk LLM
    Andrea Gatti, Viviana Mascardi, Angelo Ferrando
  - Managing an Agent's Changing Intentions Using LTLf Synthesis
    Giuseppe De Giacomo, Yves Lesperance, Gianmarco Parretti, Fabio Patrizi, Renzo Schram

### Session 2: Urban and Sustainable Systems

- An LLM-enhanced Agent-Based Model of a Sustainability Game 19–34
  Francesco Bertolotti, Sabin Roman, Federico Carucci, Giacomo Buonanno, Luca Mari
- Driving Behaviors in Cognitive Agents: An Experimental Approach 35–54
  Marco Bani, Simone Bianco, Luigi Celona, Paolo Napoletano, Selena Russo, Giuseppe Maria Luigi Sarné, Maria Grazia Strepparava, Federico Zorzi
- An Agent-based 3D Urban Air Network for the Freight Distribution Problem 55–75
  Maria Nadia Postorino, Giuseppe Maria Luigi Sarné

### Session 3: Intelligent Systems for Knowledge Representation and Use

- Intelligent agents for high availability systems 76–89
  Fabrizio Messina, Domenico Rosaci, Giuseppe Maria Luigi Sarné
- From Conflict to Concealment: The Role of Generative AI in Creating a Digital Utopia 90–105
  Sara Hejazi, Daniele Franch, Pierluigi Roberti, Enrico Blanzieri
- MemAgent: A Cache-Inspired Framework for Augmenting Conversational Web Agents With Task-Specific Information 106–123
  Nazmus Sakib, Protoy Barai, Sifat Ishmam Parisa, Anindya Iqbal
- Symbolic Knowledge Quality Evaluation with WInd 124–139
  Federico Sabbatini, Roberta Calegari

### Session 4: Multi-Agent Robotic or Decentralised Systems

- How to Evolve Aggregation in Robotic Multi-Agent Systems 140–156
  Paolo Pagliuca, Giuseppe Trivisano, Alessandra Vitanza
- Other papers presented in this session were dissemination papers, not peer-reviewed and not included in this volume:
  - Leveraging Multi-Agent Systems and Decentralised Autonomous Organisations for Tax Credit Tracking: A Case Study of the Superbonus 110%
    Giovanni De Gasperis, Sante Dino Facchini, Ivan Letteri

2025-07-31: submitted by Giovanni Ciatto, metadata incl. bibliographic data published under Creative Commons CC0
2025-09-13: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|