Seyam, Eslam, and Mohamed Abdel Mawla Osman. “Physics-Informed Transformer Networks for Multi-Peril Insurance Pricing: A Novel Hybrid Computational Framework Integrating Actuarial Principles With Deep Attention Mechanisms”. Statistics, Optimization & Information Computing 15, no. 3 (December 12, 2025): 2105-2132. Accessed February 5, 2026. http://iapress.org/index.php/soic/article/view/3232.