2026
On the Identifiability of Poisson Branching Structural Causal Model Under Latent Confounding
ICML 2026oral
Causal discovery from observational count data poses unique challenges, particularly when the data exhibit inherent branching structures, e.g., an upstream event (e.g., an ad impression) triggers a downstream event (e.g., a purchase) with a certain probability. Such branching dynamics are naturally …