2 papers
cs.CV2025
Diffusion models under low-noise regime
Elizabeth Pavlova, Xue-Xin Wei
Recent work on diffusion models proposed that they operate in two regimes: memorization, in which models reproduce their training data, and generalization, in which they generate n…
cs.LG2025
Demystifying Adversarial Robustness in Diffusion Models: Compression, Randomness, and Geometry
Liu Yuezhang, Xue-Xin Wei
Recent studies suggest that diffusion models significantly improve the empirical adversarial robustness of deep neural network models. While intuitive explanations have been propos…