“Causality-Aware Federated Reinforcement Learning for Privacy-Preserving Budget Allocation in Social Commerce Advertising Ecosystems”. Journal of Advanced Artificial Intelligence Research, vol. 5, no. 1, June 2026, https://www.jaair.org/index.php/home/article/view/109.