FCAI 2025

Foundations and Future of Change in Artificial Intelligence

October 25-30, 2025, Bologna, Italy
Co-located with ECAI 2025

Changing information transversely affects nearly any task and process that we aim to formalize computationally. Consequently, making sense of how to change information is a central aspect and precursor for further advancements in many domains. Naturally, approaches to describe changes, to deal with change, and to conduct changes have been developed in very different areas of artificial intelligence. These approaches generally consider changing from different angles and highlight diverse aspects that sometimes complement each other. For instance, in database theory, a lot of work has been devoted to transactions as the main representation of change and the study of how that affects the computational complexity of querying such databases. On the other hand, researchers in belief change investigated the axiomatic and semantics of different kinds of changes in formal theories. Recent advancements in Machine Learning pose new and exciting challenges in formal approaches to change, which seem conceptually different from classical approaches to change.

This workshop aims to bring together researchers from different areas of AI and beyond who work on change in their respective areas and see potential in bridging approaches or for radically advanced existing approaches to change to be combined with new ideas and perspectives. We also invite works that provide general insights on change that are important for multiple areas of artificial intelligence or even for computer science in general.

FCAI 2025 is co-located with the 28th European Conference on Artificial Intelligence (ECAI 2025).

Inivited Speaker

Martin Grohe (RWTH Aachen University, Germany)
Title: Measuring Change and Similarity of Graphs

Abstract: In many applications of graph-based methods, from evolutionary biology to machine learning, we need to understand what makes two graphs similar. Likewise, if we want to analyse dynamical processes on graphs, we must quantify change. However, it is not at all obvious how to measure the distance between two graphs. In many situations, naive approaches such as graph edit distance are neither semantically adequate nor computationally feasible.
In my talk, I will discuss fundamentally different approaches to measuring the distance between two graphs, highlighting algorithmic aspects and connections between these approaches.

Workshop Programme

Each oral presentation will last 20 minutes (+5 minutes for questions).

14:00 – 14:05

Welcome to the workshop

14:05 – 15:00

Invited Speaker: Martin Grohe — Measuring Change and Similarity of Graphs

15:00 – 15:25

Oral presentation:

Tommaso Flaminio, Lluis Godo, Ramon Pino Perez and Lluis Subirana —

Minimal and credibility limited iterated revision of deductively closed Lockean belief sets

15:30 – 16:00

Coffee break

16:00 – 16:25

Oral presentation:

Tommaso Zendron and Rafael Peñaloza —

Guiding Interactive Ontology Repair through Prolific and Relevant Axioms

16:25 – 16:50

Oral presentation:

Diogo Freitas, Eduardo Fermé and Santiago Budría —

(Preliminary Report) A Counterfactual Approach to Energy Poverty Mitigation: A Case Study for Australia

16:50 – 17:15

Oral presentation:

Vicent Costa and Pilar Dellunde —

Neuro-symbolic AI Approaches for the study of the GENCAT quality of life scale

Aims and Scope

FCAI aims to foster connections between the different areas of computer science, particularity artificial intelligence, that deal we changes in a broad sense. The workshop welcomes contributions on every topic related to the formal treatment of change, the evolution of representations in artificial intelligence, and approaches that implement such approaches. The following lists potential topics (but is not limited to these):

The workshop will be structured by topical sessions fitting to the scopes of accepted papers. Workshop activities will include invited talks and presentations of technical papers.

FCAI Workshop Organization

Maria Vanina Martinez Artificial Intelligence Research Institute (IIIA-CSIC), Barcelona, Spain
Nina Pardal University of Edinburgh, UK
Kai Sauerwald FernUniversität in Hagen, Germany

Programme committee

Important Dates

Paper submission July 30, 2025 (extended)
Notification August 28, 2025 (extended)
Workshop October 25 (afternoon), 2025

Submission Details

There are two types of submissions:

All submissions should be formatted in CEUR style (one-column style) without enabled header and footer. The author kit can be found at http://ceur-ws.org/Vol-XXX/CEURART.zip. Papers must be submitted in PDF only. For the camera-ready versions, one must also provide the LaTeX sources.

Submission will be through the EasyChair conference system:

https://easychair.org/my/conference?conf=fcai2025

Workshop Proceedings

The accepted papers will be made available electronically in the CEUR Workshop Proceedings series as informal proceedings (http://ceur-ws.org/). The copyright of papers remain with the authors. Full papers will be indexed by dblp.org; but extended abstracts published on CEUR proceedings will not be indexed by dblp.org anymore.

Registration and Venue

Registration for FCAI 2025 is possible via the ECAI 2025 registration website.

FCAI 2025 will be held at Bologna, Italy. Additional information on the conference location and travel planning can be found at the ECAI 2025 website.