“Causality-Aware Federated Reinforcement Learning for Privacy-Preserving Budget Allocation in Social Commerce Advertising Ecosystems”. 2026. Journal of Advanced Artificial Intelligence Research 5 (1). https://www.jaair.org/index.php/home/article/view/109.