Latent ODEs for Irregularly-Sampled Time Series

Benchmark Model Rank Results
multivariate-time-series-imputation-on-1Latent ODE (ODE enc)#6mse (10^-3): 2.118
multivariate-time-series-imputation-on-1Latent ODE + Poisson#7mse (10^-3): 2.789
time-series-classification-on-physionetODE-RNN#10AUC: 83.3%AUC Stdev: 0.9%
time-series-classification-on-physionetLatent ODE (ODE enc#11AUC: 82.9%AUC Stdev: 0.4%
time-series-classification-on-physionetLatent ODE + Poisson#12AUC: 82.6%AUC Stdev: 0.7%