Zhang B. From Mode Collapse to Quantum Generation: Architectural Innovations, Evaluation Dilemmas, and Multimodal Fusion Paths for Generative Adversarial Networks (GAN). TCSISR. 2025;9:657-663. doi:10.62051/ch3cn431