Giulio Biroli

Why diffusion models do not memorize: the role of implicit dynamical regularization in training

It is found that τmem increases linearly with the training set size n, whereas τgen remains constant, which creates a growing window of training times with n where models generalize effectively, despite showing strong memorization if training continues beyond it.