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stat.AP2026
Tree statistics improve neural simulation-based inference of epidemiological parameters over case counts alone
Zena Lapp, Emma E. Goldberg, John R. Tipton +3
During an infectious disease outbreak, accurate estimates of epidemiological parameters such as the reproduction number and infection duration can inform the public health response…
stat.ML2026
Ribbon: Scalable Approximation and Robust Uncertainty Quantification
Graham Gibson, John Tipton, Kellin Rumsey +1
Reliably quantifying predictive uncertainty is difficult for complex, high-dimensional, or misspecified models. Both fully Bayesian and bootstrap resampling methods provide princip…