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cs.LG2026
A Longitudinal Attribute-Conditioned Neural Network for Modeling Health-State Transition Probabilities in Temporally Irregular Data: The LANTERN Framework
Bright Kwaku Manu, Beckett Sterner, Petar Jevtic
Accurate estimation of long-term care transition probabilities is central to disability insurance pricing, reserving, and solvency assessment. Classical actuarial multi-state model…
cs.LG2025
A Simple Approximate Bayesian Inference Neural Surrogate for Stochastic Petri Net Models
Bright Kwaku Manu, Trevor Reckell, Beckett Sterner +1
Stochastic Petri Nets (SPNs) are an increasingly popular tool of choice for modeling discrete-event dynamics in areas such as epidemiology and systems biology, yet their parameter…