MATH · IN · MODELS

Handke et al. (2025) Custom Class-Conditional DDPMs

Research (Handke, Koulischer, Raya & Ambrogioni; custom-trained from scratch, arXiv:2506.10433)

Structures found in this family (1)

Semantic information production rate along the diffusion trajectory

By model (1)

DDPM (CIFAR-10, custom-trained unconditional + class-conditional pair)
Semantic information production rate along the diffusion trajectory

Observations (1)

Semantic information production peaks earlier for less visually similar CIFAR-10 class pairs

Papers

Measuring Semantic Information Production in Generative Diffusion Models (2025)