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This repository contains the code and analysis for the research paper "Generating Realistic Traffic Scenarios: A Deep Learning Approach Using Generative Adversarial Networks (GANs)", presented at the Human Interaction and Emerging Technologies (IHIET-AI 2025): Artificial Intelligence and Future Applications, 3(3).