AINeutralarXiv – CS AI · 14h ago5/10
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Ontological Trajectory Forecasting via Finite Semigroup Iteration and Lie Algebra Approximation in Geopolitical Knowledge Graphs
Researchers introduce EL-DRUIN, an ontological reasoning system that uses finite semigroup algebra and Lie algebra to forecast geopolitical relationship trajectories rather than relying on LLM pattern matching. The system models political dynamics as composable states, identifies convergence points (attractors), and provides calibrated probability estimates for long-term geopolitical outcomes, with applications to scenarios like US-China technology decoupling.