“A Machine Learning Architecture Integrating Spatiotemporal Graph Networks with Differentiable Optimization for Adaptive System Management”, PXMJE, vol. 2, no. 1, pp. 1–58, Feb. 2026, doi: 10.62373/c8zpe866.