2026
Causal Manifold Transport for Identifiable Causal Generation in Diffusion Models
IJCAI 2026
Identifying meaningful latent representations within diffusion models remains a challenging problem for causal approaches. We propose Causal Manifold Transport Diffusion Model (CMT-Diff), a framework that operationalizes causal actions as geometric transformations. By adopting the perspective of bac