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How to achieve professional stability in generative modeling by utilizing diffusion architectures. Learn the statistical benefits of iterative refinement and denoising score matching over GANs and VAEs. This technical guide ensures your research is grounded in a deep understanding of variance reduction and stable mathematical model estimation.