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stat.ME2026
Amortized Bayesian Disease Mapping and Boundary Detection on Heterogeneous Spatial Graphs
Luca Aiello, Sudipto Banerjee
Spatial disease maps help public-health researchers identify geographic inequalities, but standard Bayesian smoothing can obscure localized disparities when neighboring communities…
stat.ME2026
Spatial Disease Mapping and Disparity Detection Using Generative AI: An Amortized Bayesian Learning Framework
Luca Aiello, Sudipto Banerjee
We introduce an amortized Bayesian framework for spatial boundary detection that generalizes posterior inference across areal graphs with varying numbers of regions and diverse adj…