“FairFedAds: A Fairness-Aware Federated Advertising Framework With Differential Privacy and Incentive Alignment for Social Commerce Ecosystems”. International Journal of Artificial Intelligence Engineering and Systems, vol. 1, no. 1, May 2026, https://ijaies.org/index.php/home/article/view/19.