2 papers
cs.LG2026
Identifiability from Stationary Covariance in Linear SDEs with Reciprocal Interactions and Latent Variables
Ana Leticia Garcez Vicente, Saber Salehkaleybar
Continuous-time stochastic differential equations (SDEs) provide a natural framework for modeling interacting dynamical systems. A central causal question is whether causal effects…
cs.LG2026
Data-Driven and Cycle-Agnostic Covariate Selection for Nonparametric Causal Effect Estimation
Ana Leticia Garcez Vicente, Gijs van Seeventer, Saber Salehkaleybar
Estimating causal effects from observational data requires identifying valid adjustment sets. This task is especially challenging in realistic settings where latent confounding and…