3 papers
cs.LG2025
Learning From Simulators: A Theory of Simulation-Grounded Learning
Carson Dudley, Marisa Eisenberg
Simulation-Grounded Neural Networks (SGNNs) are predictive models trained entirely on synthetic data from mechanistic simulations. They have achieved state-of-the-art performance i…
nlin.AO2024
A Dynamic Model of Integration
Joseph D. Johnson, Marisa C. Eisenberg
Thomas Schelling introduced his agent-based model of segregation in 1971 and concluded that even when there is a low amount of intolerance within society that segregation will deve…
math.AG2014
Identifiability results for several classes of linear compartment models
Nicolette Meshkat, Seth Sullivant, Marisa Eisenberg
Identifiability concerns finding which unknown parameters of a model can be estimated from given input-output data. If some subset of the parameters of a model cannot be determined…