“Mitigating Cultural and Demographic Bias in Federated Advertising Models: A Fairness-Aware Framework for Global Social Commerce Recommendation Systems”. Journal of Advanced Artificial Intelligence Research, vol. 5, no. 1, June 2026, https://www.jaair.org/index.php/home/article/view/108.