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22 Jun 2025 SERC Singapore Institute of Manufacturing Technology Synopsis: Privacy Meets Performance: Enhancing Distributed Simulation-based Federated Multi-agent Learning with Privacy-preserving Surrogate Model Bo Zhang, WT Cai, WJ Tan, Allan N Zhang ACM SIGSIM PADS 2025 - Proceedings of the 39th ACM SIGSIM International Conference on Principles of Advanced Discrete Simulation