2 papers
stat.ML2026
Likelihood Matching for Diffusion Models
Lei Qian, Wu Su, Yanqi Huang +1
We propose a Likelihood Matching approach for training diffusion models by first establishing an equivalence between the likelihood of the target data distribution and a likelihood…
stat.ML2026
Partially Functional Dynamic Backdoor Diffusion-based Causal Model
Xinwen Liu, Lei Qian, Song Xi Chen +1
Causal inference in spatio-temporal settings is critically hindered by unmeasured confounders with complex spatio-temporal dynamics and the prevalence of multi-resolution data. Whi…