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Models/Latent ODE + Poisson

Latent ODE + Poisson

Reported on 8 benchmarks across 5 tasks · 1 paper · 8 SOTA

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

Time Series7 results

ImputationonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.789
best: 2.118 (Latent ODE (ODE enc))
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series ForecastingonPhysioNet Challenge 2012
MSE stdev· 2019-07-08
0.05
best: 0.029 (Latent ODE (ODE enc))
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series ForecastingonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.208
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series AnalysisonPhysioNet Challenge 2012
MSE stdev· 2019-07-08
0.05
best: 0.029 (Latent ODE (ODE enc))
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Time Series AnalysisonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.208
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Multivariate Time Series ForecastingonPhysioNet Challenge 2012
MSE stdev· 2019-07-08
0.05
best: 0.029 (Latent ODE (ODE enc))
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907
Multivariate Time Series ForecastingonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.208
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907

Methodology1 result

Feature EngineeringonPhysioNet Challenge 2012
mse (10^-3)· 2019-07-08
2.789
best: 2.118 (Latent ODE (ODE enc))
SOTA
Latent ODEs for Irregularly-Sampled Time Series arXiv:1907.03907