Traffic simulation models are indispensable tools for evaluating transportation systems, aiding urban planning, and optimizing traffic management strategies. The accuracy and reliability of these simulations are pivotal in ensuring informed decision-making and sustainable urban development. Conventional approaches to verification, validation, and calibration, however, often struggle to capture the intricate dynamics of real-world traffic scenarios, resulting in suboptimal outcomes and limited applicability.