Structure-Guided Adversarial Training Enhances Diffusion Models for Image Generation

The author introduces Structure-guided Adversarial training of Diffusion Models (SADM) to enhance diffusion transformers by incorporating manifold structures in training batches, leading to state-of-the-art results in image generation and cross-domain fine-tuning tasks.