A precise asymptotic analysis of learning diffusion models: theory and insights
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 …
model parametrized by a two-layer auto-encoder, trained with online stochastic gradient …
Sparse Repellency for Shielded Generation in Text-to-image Diffusion Models
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 …
concerns on their reliability. Such models are now closely scrutinized under the lens of …