TV-CCANM: a transformer variational inference in confounding cascade additive noise model for causal effect estimation
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DOI: 10.1080/00949655.2025.2516793
Abstract: Understanding causal mechanisms in complex systems requires methodologies capable of disentangling non-linear interactions across high-dimensional variables. While the Confounding Cascade Nonlinear Additive Noise Model (CCANM) coupled with variational autoencoders (VAEs) provides a foundation for latent… read more here.
Keywords: noise model; ccanm; confounding cascade; model ... See more keywords