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<p>How does access to heterogeneous external knowledge affect collaborative strategies among agents operating across distributed sites? How do retrieval-augmented agents coordinate when evidence is partially inconsistent?</p>
<p>Can uncertainty modeling, confidence-weighted voting, graph-based consistency checks, or Byzantine-tolerant aggregation reduce collective errors across knowledge and distributed training dimensions?</p>
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<h3>Mitigation and Resilience</h3>
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<p>Can uncertainty modeling, confidence-weighted voting, or graph-based consistency checks reduce collective errors across knowledge and distributed training dimensions?</p>
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@@ -116,7 +122,7 @@ <h2 class="section-title">Topics of Interest</h2>
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<pclass="section-subtitle">We welcome contributions on topics including, but not limited to:</p>
<divclass="organizer-role">Full Professor, Universidad Politécnica de Madrid</div>
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<pclass="organizer-bio">Head of the Applied Intelligence <spanclass="amp">&</span> Data Analysis (AIDA) group. Expert in Multi-Agent Systems, Swarm Intelligence, and Computational Intelligence. Editor-in-Chief of Expert Systems (Wiley). His research targets agentic aerial intelligence, exploring how autonomous UAVs use reasoning and memory to collaborate in disaster response and infrastructure inspection.</p>
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<pclass="organizer-bio">Head of the Applied Intelligence and Data Analysis (AIDA) group. Expert in Multi-Agent Systems, Swarm Intelligence, and Computational Intelligence. Editor-in-Chief of Expert Systems (Wiley). His research targets agentic aerial intelligence, exploring how autonomous UAVs use reasoning and memory to collaborate in disaster response and infrastructure inspection.</p>
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