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From scaling to microscopic mechanism of armed conflict

From scaling to microscopic mechanism of armed conflict

Edward Lee (ORCID: 0000-0003-2075-6342)
  • Grant DOI 10.55776/ESP127
  • Funding program ESPRIT
  • Status ended
  • Start August 1, 2022
  • End July 31, 2025
  • Funding amount € 297,844

Disciplines

Other Social Sciences (25%); Computer Sciences (10%); Physics, Astronomy (40%); Political Science (25%)

Keywords

    Scaling, Armed Conflict, Renormalization Group, Avalanches, Coarse Graining, ACLED

Abstract Final report

The control of armed conflict presents a major and ever-present challenge to society because of its widespread repercussions like humanitarian, economic, and political crises. Yet, our understanding of armed conflict is limited. One problem is that conflict involves a combination of events that occur over short and long time horizons and geographic scales. This variety in the temporal and spatial scales makes it difficult to understand conflict scientifically and especially to model it mathematically. As a result, there is no comprehensive and transparent approach for connecting the smallest with the largest scales. Another difficulity is that the definition of conflict is not fixed. While we often assume that armed conflicts that we read about in our textbooks such as World War I are defined neatly, this is not the case. Armed conflicts consists of many smaller events ranging from neighborhood violence to militarized engagements, but which specific events can be labeled as conflict or even belong together in a war is often decided qualitatively. These difficulties present an opportunity for explicitly incorporating multiple scales into a mathematical model of conflict. To approach this problem, we will rely on a systematic method that we previously proposed using a standard, comprehensive conflict data set, the Armed Conflict Location & Event Data Project. The highly resolved data set allows us to pinpoint events at kilometer scales and cluster them into conflict clusters spanning nation- states. We will also consider developmental indicators like poverty, governance, and infrastructure. The data will serve as a test for different types of dynamics and noise that we will incorporate into a family of models. By exploring how the output of the models changes as we include increasingly detailed information about conflict events and developmental indicators, we aim to explain how large-scale conflict patterns like wars can be systematically determined and defined from the way that individual actors behave.

This project aimed to develop foundational elements of a theoretical approach connecting armed conflict at detailed scales to patterns spanning continents and decades. We accomplished a number of the goals we set out with: a statistical framework for integrating armed conflict data across scales of activity, the discovery of generalizable mathematical patterns, and a comprehensive account situating these findings within conflict studies. Our recently published work introduces theoretical and methodological innovations, made publicly available, that have attracted growing interest from conflict researchers beyond physics. We also achieved unanticipated objectives in adjacent areas-including innovation and political behavior-published in widely respected, internationally peer-reviewed journals. This work advances new theories in domains that ultimately shape conflict, from weapons development to consequential political decisions. The funding permitted widespread dissemination of this work (and of the strong Austrian research environment that facilitated it) throughout Europe, Asia, and the United States, especially within the complex systems research community. The published work has been discussed in national media such as Falter and Salzburger Nachrichten, as well as international outlets including the BBC. Reflecting broader interest in this research, an ERC Frontiers journalist-in-residence project has been funded for 2026, with one goal being to communicate this aspect of the PI's work. The project's successful completion establishes a foundation for follow-up work pursuing the central question: developing a theoretical, statistical physics approach to conflict.

Research institution(s)
  • Complexity Science Hub Vienna CSH - 100%
Project participants
  • Stefan Thurner, Complexity Science Hub Vienna CSH , mentor
International project participants
  • Geoffrey West, Santa Fe Institute - USA

Research Output

  • 8 Citations
  • 11 Publications
  • 1 Policies
  • 2 Datasets & models
  • 9 Disseminations
  • 5 Scientific Awards
Publications
  • 2025
    Title Innovation-exnovation dynamics on trees and trusses
    DOI 10.1103/ynwt-7g91
    Type Journal Article
    Author Lee E
    Journal Physical Review Research
    Pages 033102
    Link Publication
  • 2025
    Title Data-driven conflict classification exposes weak predictive indicators
    Type Journal Article
    Author Kushwaha
    Journal Royal Society Open Science
    Pages 250897
    Link Publication
  • 2025
    Title Synthesis of innovation and obsolescence
    Type Other
    Author Christopher P. Kempes
    Link Publication
  • 2025
    Title Collective contributions to polarization in political voting
    Type Other
    Author Lee
    Link Publication
  • 2025
    Title AI sustains higher strategic tension than humans in chess
    Type Other
    Author Cerioli
    Link Publication
  • 2024
    Title Constructing stability: optimal learning in noisy ecological niches
    DOI 10.1098/rspb.2024.1606
    Type Journal Article
    Author Lee E
    Journal Proceedings B
    Pages 20241606
    Link Publication
  • 2024
    Title Information consumption and firm size
    DOI 10.1098/rsos.240027
    Type Journal Article
    Author Lee E
    Journal Royal Society Open Science
    Pages 240027
    Link Publication
  • 2024
    Title Valence and interactions in judicial voting
    DOI 10.1098/rsta.2023.0140
    Type Journal Article
    Author Lee E
    Journal Philosophical Transactions of the Royal Society A
    Pages 20230140
    Link Publication
  • 2023
    Title Closely estimating the entropy of sparse graph models
    Type Other
    Author Lee
    Link Publication
  • 2023
    Title Discovering the mesoscale for chains of conflict
    DOI 10.1093/pnasnexus/pgad228
    Type Journal Article
    Author Kushwaha N
    Journal PNAS Nexus
    Link Publication
  • 2024
    Title Idea engines: Unifying innovation & obsolescence from markets & genetic evolution to science.
    DOI 10.1073/pnas.2312468120
    Type Journal Article
    Author Kempes Cp
    Journal Proceedings of the National Academy of Sciences of the United States of America
Policies
  • 2025
    Title US Department of Defense Future Directions Workshop: Human Causal Dynamics
    Type Participation in a guidance/advisory committee
Datasets & models
  • 2023 Link
    Title Armed conflict avalanches and Voronoi grids for Africa
    DOI 10.5281/zenodo.8117567
    Type Database/Collection of data
    Public Access
    Link Link
  • 2025 Link
    Title Data-driven conflict classification exposes weak predictive indicators
    DOI 10.5281/zenodo.17316387
    Type Database/Collection of data
    Public Access
    Link Link
Disseminations
  • 2024
    Title Data Science in Fundamental Physics and the bridge to industry and society
    Type A talk or presentation
  • 2024
    Title Keynote speaker at Deutsche Physikalische Gesellschaft
    Type A talk or presentation
  • 2025 Link
    Title Complexity Science Approaches to Democracy Decline and Civil Conflict
    Type A formal working group, expert panel or dialogue
    Link Link
  • 2025 Link
    Title Lecturer at the Como School on Legal Complexity
    Type A talk or presentation
    Link Link
  • 2022
    Title Interviews for national and int'l news
    Type A press release, press conference or response to a media enquiry/interview
  • 2022
    Title Invited talks
    Type A talk or presentation
  • 2025 Link
    Title ERC Frontiers visiting journalist
    Type Participation in an open day or visit at my research institution
    Link Link
  • 2025 Link
    Title Understanding Democratisation and Civil War with Statistical Physics
    Type A formal working group, expert panel or dialogue
    Link Link
  • 2025
    Title US Department of Defense Future Directions Workshop: Human Causal Dynamics
    Type A formal working group, expert panel or dialogue
Scientific Awards
  • 2025
    Title Associated Editor of ACM Transactions on Social Computing
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
  • 2025
    Title Bertalanffy Doctoral Student Award 2025
    Type Research prize
    Level of Recognition Continental/International
  • 2024
    Title Invited keynote speaker to German Physical Society Spring Meeting
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2023
    Title Significant Milestone Award of the 2023 Exner Lectures in the category of PhD
    Type Poster/abstract prize
    Level of Recognition National (any country)
  • 2023
    Title Poster prize at Collective Intelligence Symposium, 3rd place
    Type Poster/abstract prize
    Level of Recognition Continental/International

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