A precise asymptotic analysis of learning diffusion models: theory and insights

H Cui, C Pehlevan, YM Lu - arxiv preprint arxiv:2501.03937, 2025 - arxiv.org
In this manuscript, we consider the problem of learning a flow or diffusion-based generative
model parametrized by a two-layer auto-encoder, trained with online stochastic gradient …

Sparse Repellency for Shielded Generation in Text-to-image Diffusion Models

M Kirchhof, J Thornton, P Ablin, L Béthune… - arxiv preprint arxiv …, 2024 - arxiv.org
The increased adoption of diffusion models in text-to-image generation has triggered
concerns on their reliability. Such models are now closely scrutinized under the lens of …