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Models/Latent ODE (ODE enc)

Latent ODE (ODE enc)

Reported on 13 benchmarks across 5 tasks · 1 paper · 13 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series11 results

ImputationonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.118
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
ImputationonMuJoCo
MSE (10^2, 50% missing)· 2019-07-08
0.285
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series ForecastingonMuJoCo
MSE (10^-2, 50% missing)· 2019-07-08
1.258
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series ForecastingonPhysioNet Challenge 2012
MSE stdev· 2019-07-08
0.029
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series ForecastingonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.231
best: 2.208 (Latent ODE + Poisson)
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series AnalysisonMuJoCo
MSE (10^-2, 50% missing)· 2019-07-08
1.258
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series AnalysisonPhysioNet Challenge 2012
MSE stdev· 2019-07-08
0.029
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series AnalysisonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.231
best: 2.208 (Latent ODE + Poisson)
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Multivariate Time Series ForecastingonMuJoCo
MSE (10^-2, 50% missing)· 2019-07-08
1.258
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Multivariate Time Series ForecastingonPhysioNet Challenge 2012
MSE stdev· 2019-07-08
0.029
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Multivariate Time Series ForecastingonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.231
best: 2.208 (Latent ODE + Poisson)
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907

Methodology2 results

Feature EngineeringonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.118
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Feature EngineeringonMuJoCo
MSE (10^2, 50% missing)· 2019-07-08
0.285
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907