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<title>CEUR-WS.org/Vol-XXX - Joint Proceedings of the ECAI 2025 Workshops:
eXplainable AI, Knowledge Representation and Knowledge Graphs 2025 and User-Centered Explanations in XAI 2025
(ECAI XAI-KRKG and UCEX-XAI 2025)</title>
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<span class="CEURVOLNR">Vol-XXX</span> <br>
<span class="CEURURN">urn:nbn:de:0074-XXX-C</span>
<p class="unobtrusive copyright" style="text-align: justify">Copyright &copy; 2026 for 
the individual papers by the papers' authors. 
Copyright &copy; <span class="CEURPUBYEAR">2026</span> for the volume
as a collection by its editors.
This volume and its papers are published under the
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<A HREF="https://creativecommons.org/licenses/by/4.0/">(<span class="CEURLIC">CC BY 4.0</span>)</A>.</p>
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<h1><a href="https://sites.google.com/unical.it/xai-krkgecai"><span class="CEURVOLACRONYM">ECAI XAI-KRKG and UCEX-XAI 2025</span></a><br>
<span class="CEURVOLTITLE">Joint Proceedings of the ECAI 2025 Workshops:
eXplainable AI, Knowledge Representation and Knowledge Graphs 2025 and User-Centered Explanations in XAI 2025
(ECAI XAI-KRKG and UCEX-XAI 2025)</span></h1>
<br>

<h2>
<span class="CEURFULLTITLE">Joint Proceedings of the 1st workshops on eXplainable AI, Knowledge Representation and Knowledge Graphs (XAI-KRKG) and User-Centered Explanations in XAI Workshop (UCEX-XAI)</span><br>
co-located with 28th European Conference on Artificial Intelligence (<span class="CEURCOLOCATED">ECAI 2025</span>)<br>
</h2>
<h2><span class="CEURLOCTIME">Bologna, Italy, October 25, 2025</span>.</h2> 

<br>
<b> Edited by </b>
<p>

</p><h3>

   <a href="mailto:roberto.barile@uniba.it"><span class="CEURVOLEDITOR">Roberto Barile</span></a><sup>1</sup><br>
   <a href="mailto:claudia.damato@uniba.it"><span class="CEURVOLEDITOR">Claudia d'Amato</span></a><sup>1</sup><br>   
   <a href="mailto:valeria.fionda@unical.it"><span class="CEURVOLEDITOR">Valeria Fionda</span></a><sup>2</sup><br>
   <a href="mailto:giorgi@di.uniroma1.it"><span class="CEURVOLEDITOR">Flavio Giorgi</span></a><sup>3</sup><br>
   <a href="mailto:antonio.ielo@unical.it"><span class="CEURVOLEDITOR">Antonio Ielo</span></a><sup>2</sup><br>
   <a href="mailto:i.tiddi@vu.nl"><span class="CEURVOLEDITOR">Ilaria Tiddi</span></a><sup>4</sup><br>
   <a href="mailto:gabriele.tolomei@uniroma1.it"><span class="CEURVOLEDITOR">Gabriele Tolomei</span></a><sup>3</sup><br>
   <a href="mailto:sips@gfz.de"><span class="CEURVOLEDITOR">Mike Sips</span></a><sup>5</sup><br>
   <a href="mailto:panagiotis@dsv.su.se"><span class="CEURVOLEDITOR">Panagiotis Papapetrou</span></a><sup>6</sup><br>   
   <a href="mailto:thomas.kosch@hu-berlin.de"><span class="CEURVOLEDITOR">Thomas Kosch</span></a><sup>7</sup><br>
   <a href="mailto:yulia.grushetskaya@gfz.de"><span class="CEURVOLEDITOR">Yulia Grushetskaya</span></a><sup>5</sup><br>


</h3>

<sup>1</sup> <a href="https://www.uniba.it/">Università di Bari Aldo Moro, IT</a> <br>
<sup>2</sup> <a href="https://www.unical.it/">University of Calabria, IT</a> <br>
<sup>3</sup> <a href="https://www.uniroma1.it/it/pagina-strutturale/home">Sapienza Università di Roma, IT</a> <br>
<sup>4</sup> <a href="https://vu.nl/nl">Vrije Universiteit Amsterdam, NL</a> <br>
<sup>5</sup> <a href="https://www.gfz.de/">GFZ Helmholtz Centre for Geosciences, DE</a> <br>
<sup>6</sup> <a href="https://www.su.se/english">Stockholm University, SE</a> <br>
<sup>7</sup> <a href="https://www.hu-berlin.de/en/">Humboldt University of Berlin, DE</a> <br>
  <br>

<hr>

<br><br><br>


<div class="CEURTOC">
<h2> Table of Contents </h2>

<ul>
<li id="preface">
<A href="preface.pdf">Preface</A><BR>
Summary: The workshops includes <span class="CEURSUBMITTEDPAPERS">11</span> contributions, submitted for peer-review. 
Out of the peer-reviewed papers, <span class="CEURACCEPTEDPAPERS">10</span> papers were accepted for this volume, 
<span class="CEURACCEPTEDREGULARPAPERS">5</span> as regular papers and
<span class="CEURACCEPTEDSHORTPAPERS">5</span> as a short paper. 
<span class="CEURPAGES">1-3</span> 
</li>
</ul>

<h3><span class="CEURSESSION">Session 1: Knowledge Graphs and Structured Reasoning for Explainable AI</span></h3>

<ul>
<li id="short11"><a href="short11.pdf">
<span class="CEURTITLE">An Empirical Study of the Consistency between Protocols
for Evaluating Explanations of Predicted Links in
Knowledge Graphs</span></a> 
<span class="CEURPAGES">4-13</span> 
<br>
<span class="CEURAUTHOR">Roberto Barile</span>, 
<span class="CEURAUTHOR">Claudia d’Amato</span>, 
<span class="CEURAUTHOR">Leonardo Santovito</span>,
<span class="CEURAUTHOR">Nicola Fanizzi</span>
</li>

<li id="short4"><a href="short4.pdf">
<span class="CEURTITLE">Towards Explainable Multi-Agent Systems with GraphRAG:
A Guide to Explain Explanations in the Audit Domain</span></a> 
<span class="CEURPAGES">14-21</span> 
<br>
<span class="CEURAUTHOR">Emanuel Slany</span>, 
<span class="CEURAUTHOR">Jonas Amling</span>, 
<span class="CEURAUTHOR">Alexander Frummet</span>, 
<span class="CEURAUTHOR">Moritz Lang</span>, 
<span class="CEURAUTHOR">Stephan Scheele</span>
</li>

<li id="short8"><a href="short8.pdf">
<span class="CEURTITLE">ActiMine-GNN: Activation Mining and Interpretability in Graph Neural Networks</span></a> 
<span class="CEURPAGES">22-31</span> 
<br>
<span class="CEURAUTHOR">Kislay Raj</span>, 
<span class="CEURAUTHOR">Alessandra Mileo</span>
</li>

<li id="paper10"><a href="paper10.pdf">
<span class="CEURTITLE">A Semantic Framework for Evaluating Post-hoc Explanations in Link Prediction</span></a> 
<span class="CEURPAGES">32-43</span> 
<br>
<span class="CEURAUTHOR">Laura Balbi</span>, 
<span class="CEURAUTHOR">Felix Bindt</span>, 
<span class="CEURAUTHOR">Katja Breitenfelder</span>, 
<span class="CEURAUTHOR">Riccardo Campi</span>, 
<span class="CEURAUTHOR">Jitse De Smet</span>,
<span class="CEURAUTHOR">Claudia D'Amato</span>
</li>

<li id="paper3"><a href="paper3.pdf">
<span class="CEURTITLE">The GraphBRAIN Knowledge Graph Framework for XAI through Multistrategy Reasoning</span></a> 
<span class="CEURPAGES">44-58</span> 
<br>
<span class="CEURAUTHOR">Stefano Ferilli</span>, 
<span class="CEURAUTHOR">Eleonora Bernasconi</span>, 
<span class="CEURAUTHOR">Domenico Redavid</span>
</li>


</ul>

<h3><span class="CEURSESSION">Session 2: Human-Centered and Generative Perspectives on Explainability</span></h3>

<ul>

<li id="short5"><a href="short5.pdf">
<span class="CEURTITLE">Explainable Agency in Ad hoc Collaboration between Humans and Embodied AI</span></a> 
<span class="CEURPAGES">59-66</span> 
<br>
<span class="CEURAUTHOR">Hasra Dodampegama</span>, 
<span class="CEURAUTHOR">Mohan Sridharan</span>
</li>

<li id="short6"><a href="short6.pdf">
<span class="CEURTITLE">A Fairness Analysis of GPT-2’s Interpretability with GNN-Generated Knowledge Graph Embeddings Delivered through Soft Prompts</span></a> 
<span class="CEURPAGES">67-78</span> 
<br>
<span class="CEURAUTHOR">Ahmad Khalidi</span>, 
<span class="CEURAUTHOR">Thomas Clemen</span>
</li>

<li id="paper7"><a href="paper7.pdf">
<span class="CEURTITLE">Towards Explainable Commonsense Reasoning: Semantic Rule Generation from Text using LLMs</span></a> 
<span class="CEURPAGES">79-94</span> 
<br>
<span class="CEURAUTHOR">Muhammad Raza Naqvi</span>
</li>

<li id="paper9"><a href="paper9.pdf">
<span class="CEURTITLE">Enabling Transparent Cyber Threat Intelligence Combining Large Language Models and Domain Ontologies</span></a> 
<span class="CEURPAGES">95-108</span> 
<br>
<span class="CEURAUTHOR">Luca Cotti</span>, 
<span class="CEURAUTHOR">Anisa Rula</span>, 
<span class="CEURAUTHOR">Devis Bianchini</span>, 
<span class="CEURAUTHOR">Federico Cerutti</span>
</li>

<li id="paper1"><a href="paper1.pdf">
<span class="CEURTITLE">Privacy-Preserving Visual Exploration of Healthcare Data with a Language Model Integration</span></a> 
<span class="CEURPAGES">109-118</span> 
<br>
<span class="CEURAUTHOR">Michael Grabner</span>, 
<span class="CEURAUTHOR">Peter Waldert</span>, 
<span class="CEURAUTHOR">Benedikt Kantz</span>, 
<span class="CEURAUTHOR">Tobias Schreck</span>
</li>

</ul>
<BR>

</div>


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2025-12-27: submitted by Valeria Fionda, metadata incl. bibliographic data published under <A HREF="https://creativecommons.org/publicdomain/zero/1.0/">Creative Commons CC0</A><br>
<span class="CEURPUBDATE">2026-02-24</span>: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073)
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