2026. Causal-Consistent Budgeted State-Space Identification for Cross-Modal Seizure Forecasting and Closed-Loop Intervention. Algorithms, Computational Theory, Optimization Techniques, and Applications in Research Quarterly. 16, 2 (Feb. 2026), 1–18.