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Xiaoxuan Han

2 accepted papers

2026

$\alpha$-DPO: Robust Preference Alignment for Diffusion Models via $\alpha$ Divergence

ICLR 2026poster

Diffusion models have demonstrated remarkable success in high-fidelity image generation, yet aligning them with human preferences remains challenging. Direct Preference Optimization (DPO) offers a promising framework, but its effectiveness is critically hindered by noisy data arising from mislabeled…

Cited by 0SourceScholar
2025

Adaptive Median Smoothing: Adversarial Defense for Unlearned Text-to-Image Diffusion Models at Inference Time

ICML 2025poster

Text-to-image (T2I) diffusion models have raised concerns about generating inappropriate content, such as "*nudity*". Despite efforts to erase undesirable concepts through unlearning techniques, these unlearned models remain vulnerable to adversarial inputs that can potentially regenerate such conte…

Cited by 0SourcePDFScholar