Path-minimizing Latent ODEs for improved extrapolation and inference
ML Sampson, P Melchior (2024)
Latent ODE models provide flexible descriptions of dynamic systems, but they can struggle with extrapolation and predicting complicated non-linear dynamics. The latent ODE approach implicitly relies on encoders to identify unknown system parameters and initial conditions, whereas the evaluation times are known and directly provided to the ODE solver.
Oct 1, 2024