Ontological Research Network

Research & Publications

20+ publications · 250+ citations · 15+ years of research at the intersection of complexity science, digital assets, and multi-agent systems.

Mathematical Model of the Dynamics of Psychotherapy A Mathematical Model of Psychotherapy: An Investigation Using Dynamic Non-linear Equations Affective Computing as Complex Systems Science Applied Complexity Science: Enabling Emergence through Heuristics and Simulations Complex Systems Engineering in a Federal IT Environment Epistemological Constraints when Evaluating Ontological Emergence with Computational CAS Applying Complexity Science with ML, Agent-Based Models, and Game Engines Engineering Decentralized Enterprises: Emergent Mission Accomplishment without Centralized Command and Control Embodied Cognition and Multi-Agent Behavioral Emergence Cyber Defense as a Complex Adaptive System Emergent Trust in Public Blockchains The Evolution of Token Design SPARC: Staking Performance And Reward Coopetition Systemic Risk in the Digital Assets Ecosystem Hidden Centralization in Decentralized Finance The Signals Framework Verifying a Mathematical Model of Psychotherapy Psychotherapy Dynamics: Empirical Validation On the Sensitivity of Cyber Assessment Methodologies Securing Web3 Democratizing Technology: Web3

Publication Index

The papers behind the map.

Full citation counts and publication history available on Google Scholar.

Blockchain & Digital Assets

The Emergence of Trust and Value in Public Blockchain Networks

IX International Conference on Complex Systems · 2018

Argues that trust and value in Bitcoin and Ethereum are emergent system-level properties arising from decentralized collective behavior.

24 citations

The Evolution of Token Design

Consensys Blog · 2023

Introduces the Four Pillars of Emergent Systems for token design: decentralized decision-making, diversity, functional degeneracy, and stigmergy.

2023

Systemic Risk in the Digital Assets Ecosystem

MITRE IR&D / U.S. Department of Treasury via Treasury FFRDC · 2024

Analyzes DeFi, DAOs, decentralized liquidity, and money markets through a systemic-risk lens using digital-asset case studies.

2024

SPARC: Staking Performance And Reward Coopetition

arXiv · 2025

Presents a nonlinear staking reward framework designed to balance competition, cooperation, operator performance, and decentralization.

1 citations

Hidden Centralization in Decentralized Finance

MITRE IR&D / U.S. Department of Treasury via Treasury FFRDC · 2025

Uses on-chain liquidity-provider network analysis to identify hidden centralization in decentralized finance.

2025

The Signals Framework: A Semiotic Model for Emergent Participation in Decentralized Networks

SSRN · 2025

Defines signals as contextual, recursive expressions of participation, influence, and alignment in decentralized networks.

2025

Securing Web3 and Winning the Battle for the Future of the Internet

MITRE Occasional Papers, Vol. 1, No. 4 · 2022

Argues the security of Web3 depends on a government-led national strategy: cybersecurity frameworks, public-private threat-sharing, and audit and compliance incentives.

2022

Democratizing Technology: Web3 and the Future of the Internet

MITRE Occasional Papers, Vol. 1, No. 5 · 2022

Frames Web3 as a decentralized, democratic counterweight to the centralized, structurally authoritarian Web2 era, with policy steps on payments, identity, accessibility, and international coordination.

2022

Complex Systems & Multi-Agent AI

Applying Complexity Science with ML, Agent-Based Models, and Game Engines: Towards Embodied Complex Systems Engineering

Unifying Themes in Complex Systems IX / Springer · 2018

Uses Unity, TensorFlow, PPO, and GPU-trained multi-agent reinforcement learning to study embodied complex systems.

10 citations

Engineering Decentralized Enterprises: Emergent Mission Accomplishment without Centralized Command and Control

Conference of the Computational Social Science Society of the Americas / Springer · 2021

Explores how decentralized enterprises can accomplish missions through agent-level rules rather than centralized command.

2 citations

Applied Complexity Science: Enabling Emergence through Heuristics and Simulations

Emergent Behavior in Complex Systems Engineering / Wiley · 2018

A practical methodology for using heuristics and simulation to engineer emergence in complex systems.

12 citations

Cyber Defense as a Complex Adaptive System

Conference of the Computational Social Science Society of the Americas / Springer · 2017

Applies agent-based modeling and complex adaptive systems concepts to cyber defense.

12 citations

On the Sensitivity of Cyber Assessment Methodologies

Resilience and Hybrid Threats - NATO Science for Peace and Security Series (IOS Press) · 2019

Examines how cyber risk-assessment outcomes shift with the methodological assumptions baked into the assessment itself.

1 citations

Epistemological Constraints when Evaluating Ontological Emergence with Computational CAS

Unifying Themes in Complex Systems IX · 2018

Examines the limits of evaluating whether emergence is observer-dependent or ontologically real in computational complex adaptive systems.

7 citations

Embodied Cognition and Multi-Agent Behavioral Emergence

Unifying Themes in Complex Systems IX · 2018

Connects embodied cognition principles to emergent behavior in multi-agent systems.

3 citations

Complex Systems Engineering in a Federal IT Environment

IEEE SysCon · 2015

Applies complex systems engineering concepts to enterprise-scale federal IT environments.

9 citations

Foundational Research