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stat.ME2024
Neural Posterior Estimation for Stochastic Epidemic Modeling
Prayag Chatha, Fan Bu, Jeffrey Regier +2
Stochastic infectious disease models capture uncertainty in public health outcomes and have become increasingly popular in epidemiological practice. However, calibrating these mode…
cs.LG2024
Sequential Monte Carlo for Inclusive KL Minimization in Amortized Variational Inference
Declan McNamara, Jackson Loper, Jeffrey Regier
For training an encoder network to perform amortized variational inference, the Kullback-Leibler (KL) divergence from the exact posterior to its approximation, known as the inclusi…