Hollingsworth, T., & Ashford, C. (2026). Fed-AdAgent: A High-Throughput Distributed Infrastructure for Social Commerce via Privacy-Preserving LLMs and Incentive-Compatible Mechanism Design. Computational Intelligence Systems, 4(1). https://doi.org/10.66280/cis.v1i1.248