Hanqi Zhang. “Privacy-Preserving Bid Optimization and Incrementality Estimation under Privacy Sandbox Constraints: A Reproducible Study of Differential Privacy, Aggregation, and Signal Loss”. Journal of Computing Innovations and Applications, vol. 3, no. 2, July 2025, pp. 51-65, https://doi.org/10.63575/CIA.2025.30204.