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      <title-group>
        <article-title>Semantic Technology for Intelligence, Defense, and Security</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Defense</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Security Conference</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Volume Editors John Beverley Dan Maxwell</string-name>
        </contrib>
      </contrib-group>
      <pub-date>
        <year>2026</year>
      </pub-date>
    </article-meta>
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      <title>Steering Committee</title>
      <sec id="sec-1-1">
        <title>John Beverley (University at Bufalo) Barry Smith (University at Bufalo) Amanda Mitchell (U.S. Department of Homeland Security) Ryan Riccucci (U.S. Customs and Border Protection)</title>
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      <title>Program Committee</title>
      <sec id="sec-2-1">
        <title>John Beverley (University at Bufalo)</title>
        <p>Barry Smith (University at Bufalo)
Federico Donato (University at Bufalo)
Sean Kindya (University at Bufalo)
Finn Wilson (University at Bufalo)
Giacomo De Colle (University at Bufalo)
Eric Merrell (Johns Hopkins University Applied Physics Laboratory)
Danielle Limbaugh (Cornell University)
David Lutz (MITRE)
Dan Maxwell (KadSci)
Shane Babcock (KadSci)
Maxwell Farrington (KadSci)
Jon McLellan (KadSci)
John Gugliotti (KadSci)
Carter Benson (CUBRC)
Cameron More (CUBRC)
Forrest Hare (Summit Knowledge Solutions)
Michael Rabenberg (Summit Knowledge Solutions)
Ian Knowland (Summit Knowledge Solutions)
Alec Sculley (Summit Knowledge Solutions)
Mark Jensen (U.S. Customs and Border Protection)
Chris Partridge (BORO Solutions)
Ali Hasanzadeh (Arizona State University)</p>
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    <sec id="sec-3">
      <title>Organizing Committee</title>
      <sec id="sec-3-1">
        <title>Sherry Crissman (George Mason University) Michael Hieb (George Mason University) Dan Maxwell (KadSci) Anne Riegel (KadSci)</title>
        <p>The Semantic Technology for Intelligence, Defense, and Security (STIDS) conference series has, since
its inception, served as a focal venue for research at the intersection of formal semantics, knowledge
representation, and mission-critical applications in intelligence, defense, and national security domains.
The series originated under the name Ontologies for the Intelligence Community (2007–2009), and
subsequently continued as Semantic Technology for Intelligence, Defense, and Security (2010–2016).
Throughout this period, the conference brought together researchers and practitioners concerned with
the principled modeling of complex domains, the integration of heterogeneous data sources, and the
use of semantic technologies to support analysis, decision-making, and interoperability. Proceedings
from these earlier iterations were published with CEUR, establishing a sustained archival record for the
community’s work.</p>
        <p>Following a hiatus between 2017 and 2023, STIDS was re-established in 2024, reflecting renewed
interest in semantic and ontological methods for intelligence and security applications, as well as the
emergence of new technical and organizational challenges. The 2024 conference marks a deliberate
efort to reconstitute the STIDS community while preserving its original intellectual orientation: an
emphasis on rigorous semantic foundations coupled with practical relevance to operational settings.</p>
        <p>STIDS 2024 was held in Woodbridge, Virginia, on October 22–23, 2024, and represents the twelfth
conference in this series. The event featured keynote talks from senior leaders in defense, intelligence,
and research organizations addressing issues at the intersection of semantic technology, artificial
intelligence, and mission execution. Notably, Andreas Tolk (The MITRE Corporation) delivered a
keynote on hybrid support solutions, examining how semantic technologies enable cross-disciplinary
collaboration by improving interoperability across tools, methods, and organizational boundaries,
while addressing both infrastructural and conceptual integration challenges. Lisa Costa, former Chief
Technology and Innovation Oficer of the United States Space Force and former Chief Information
Oficer at U.S. Special Operations Command, presented a keynote on transdisciplinary innovation,
drawing on her experience integrating emerging technologies into operational defense contexts. The
program also included a keynote by Anna Rubinstein, Chief Responsible AI Oficer at the National
Geospatial-Intelligence Agency, highlighting ongoing responsible-AI initiatives and governance eforts
within the intelligence community. In addition, Anthony Patrick, Chief Data Scientist of the Intelligence
Community at the Ofice of the Director of National Intelligence, delivered a keynote on data strategy
and the role of partnerships between data and semantic strategies in supporting mission outcomes
across the intelligence enterprise.</p>
        <p>Beyond invited talks, the agenda incorporated multiple live demonstrations showcasing applied
research and operational systems for which no corresponding papers were submitted, including platforms
for semantic data dictionaries and knowledge graph construction, automated BFO-based knowledge
graph generation, ontology-driven interoperability frameworks, and national and international semantic
integration platforms. Together, these agenda elements underscored STIDS 2024’s role as a forum not
only for disseminating published research, but also for sharing emerging practices, operational
experiences, and applied technologies that inform the evolving use of semantic methods across intelligence,
defense, and security domains</p>
        <p>The STIDS 2024 proceedings include a combination of short and long papers, reflecting both
foundaProceedings of Semantic Technology for Intelligence, Defense, and Security (STIDS), Woodbridge Virginia, USA, October 22-23, 2024
© 2024 Copyright © 2024 for the individual papers by the papers’ authors. Copyright © 2024 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).
tional investigations and applied research contributions.</p>
        <sec id="sec-3-1-1">
          <title>Short Papers</title>
          <p>An Ontological Analysis of Risk in Basic Formal Ontology by Federico Donato and Adrien Barton examines
the notion of risk through the lens of Basic Formal Ontology (BFO). The paper analyzes how risk can
be represented in a realist upper-ontology framework, clarifying its ontological status and relationships
to dispositions, processes, and outcomes—issues of central importance for risk-aware reasoning in
intelligence and defense contexts.</p>
          <p>Ontological Foundations of State Sovereignty by Danielle Limbaugh and John Beverley develops an
ontological analysis of state sovereignty, a foundational concept in international relations and security
studies. The paper explores how sovereignty can be modeled in a formally precise manner, addressing
its legal, political, and institutional dimensions, and providing a basis for interoperable representations
of geopolitical entities and relations.</p>
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          <title>Long Papers</title>
          <p>Broadening Ontologization Design: Embracing Data Pipeline Strategies by Chris Partridge, Andrew
Mitchell, Sergio de Cesare, and John Beverley argues for a broader conception of ontologization that
explicitly incorporates data pipeline considerations. The authors examine how ontological design
decisions interact with data ingestion, transformation, and deployment processes, highlighting implications
for scalable and maintainable semantic systems.</p>
          <p>Digitalizing Uncertain Information by Chris Partridge, Andrew Mitchell, and Andreas Cola addresses
the challenge of representing and managing uncertainty in digital and semantic systems. The paper
analyzes diferent sources and types of uncertainty and proposes approaches for integrating uncertain
information into structured semantic representations, an issue of particular relevance for intelligence
analysis.</p>
          <p>Integrating Activity Predictions in Knowledge Graphs by Alec Sculley, Cameron Stockton, and Forrest
Hare explores methods for incorporating predictive information about activities into knowledge graphs.
The paper focuses on integrating activity prediction outputs with semantic representations, enabling
richer situational awareness and reasoning over anticipated events.</p>
          <p>The Human Capital Ontology by Shane Babcock, Maxwell Farrington, and colleagues presents an
ontology designed to represent human capital concepts, including skills, roles, and organizational
structures. The work addresses challenges in modeling workforce-related information in a way that
supports interoperability and analysis across organizational and institutional contexts.</p>
          <p>Together, the papers in these proceedings reflect both continuity with the historical STIDS focus on
rigorous semantic foundations and an engagement with contemporary challenges in data-intensive,
uncertain, and operationally complex environments. The relaunch of STIDS in 2024 demonstrates
the continued relevance of semantic technology for intelligence, defense, and security, and lays the
groundwork for future iterations of the conference.</p>
          <p>The editors would like to thank the authors, reviewers, and program committee members whose
eforts made STIDS 2024 possible, and we look forward to the continued development of this community
in the years ahead.</p>
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