Finite-Sample Guarantees for Fully Discrete Conditional Diffusion Models

arXiv:2610.13851 · stat.ML, cs.LG · Submitted 2026-10-09 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-10-09

Updated: 2026-10-09

Comments: 31 pages

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes

Sources

• High-accuracy sampling for diffusion models and log-concave distributions
• Unveil Conditional Diffusion Models with Classifier-free Guidance: A Sharp Statistical Theory
• From Score Learning to Discretized Sampling: An End-to-End Generalization Analysis of Diffusion Models

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• Efficient quadratic entropy with distance sketches
• Embedding-Bias in Conditional Independence Testing
• From Log-Odds to Shapley Values: An Explanatory Geometry for the Weighted Naive Bayes Classifier