2026. A Hybrid Integrated Framework for Finite Element Method: Integrating Graph Neural Networks with Vectorized Parallel Assembly on GPUs. Comprehensive Journal of Science. 10, 40 (May 2026), 79–100. DOI:https://doi.org/10.65405/er49zq22.