sep-CMA-ES outperforms Adam on a combined aesthetic-plus-alignment objective when optimizing prompt embeddings for Stable Diffusion XL Turbo across 36 Parti Prompts and three weight settings.
A Comprehensive Survey of Image Generation Models Based on Deep Learning.Annals of Data Science, 12(1):141–170, 2025
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Evolutionary Optimization Trumps Adam Optimization on Embedding Space Exploration
sep-CMA-ES outperforms Adam on a combined aesthetic-plus-alignment objective when optimizing prompt embeddings for Stable Diffusion XL Turbo across 36 Parti Prompts and three weight settings.