Gupta, K. 2025. Privacy-Preserving Mortgage Data Validation Via Federated Learning: An Edge-AI Framework For Accelerated Application Processing. Journal of International Crisis and Risk Communication Research . (Dec. 2025), 445–454. DOI:https://doi.org/10.63278/jicrcr.vi.3591.