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cs.LG2024★ 1 cited
sbi reloaded: a toolkit for simulation-based inference workflows
Jan Boelts, Michael Deistler, Manuel Gloeckler +30
Scientists and engineers use simulators to model empirically observed phenomena. However, tuning the parameters of a simulator to ensure its outputs match observed data presents a…
cs.LG2024
Combined Optimization of Dynamics and Assimilation with End-to-End Learning on Sparse Observations
Vadim Zinchenko, David S. Greenberg
Fitting nonlinear dynamical models to sparse and noisy observations is fundamentally challenging. Identifying dynamics requires data assimilation (DA) to estimate system states, bu…