Replication in visual diffusion models: A survey and outlook
Visual diffusion models have revolutionized the field of creative AI, producing high-quality
and diverse content. However, they inevitably memorize training images or videos …
and diverse content. However, they inevitably memorize training images or videos …
A geometric framework for understanding memorization in generative models
As deep generative models have progressed, recent work has shown that they are capable
of memorizing and reproducing training datapoints when deployed. These findings call into …
of memorizing and reproducing training datapoints when deployed. These findings call into …
Towards a Theoretical Understanding of Memorization in Diffusion Models
As diffusion probabilistic models (DPMs) are being employed as mainstream models for
Generative Artificial Intelligence (GenAI), the study of their memorization of training data has …
Generative Artificial Intelligence (GenAI), the study of their memorization of training data has …
SolidMark: Evaluating Image Memorization in Generative Models
Recent works have shown that diffusion models are able to memorize training images and
emit them at generation time. However, the metrics used to evaluate memorization and its …
emit them at generation time. However, the metrics used to evaluate memorization and its …