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Models/RNN-VAE

RNN-VAE

Reported on 13 benchmarks across 5 tasks · 1 paper · 11 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)· 2018-06-19
5.93
best: 2.118 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Time Series ForecastingonMuJoCo
MSE (10^-2, 50% missing)· 2018-06-19
1.782
best: 1.258 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Time Series ForecastingonPhysioNet Challenge 2012
MSE stdev· 2018-06-19
0.145
best: 0.029 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Time Series ForecastingonPhysioNet Challenge 2012
mse (10^-3)· 2018-06-19
3.055
best: 2.208 (Latent ODE + Poisson)
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Time Series AnalysisonMuJoCo
MSE (10^-2, 50% missing)· 2018-06-19
1.782
best: 1.258 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Time Series AnalysisonPhysioNet Challenge 2012
MSE stdev· 2018-06-19
0.145
best: 0.029 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Time Series AnalysisonPhysioNet Challenge 2012
mse (10^-3)· 2018-06-19
3.055
best: 2.208 (Latent ODE + Poisson)
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Multivariate Time Series ForecastingonMuJoCo
MSE (10^-2, 50% missing)· 2018-06-19
1.782
best: 1.258 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Multivariate Time Series ForecastingonPhysioNet Challenge 2012
MSE stdev· 2018-06-19
0.145
best: 0.029 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Multivariate Time Series ForecastingonPhysioNet Challenge 2012
mse (10^-3)· 2018-06-19
3.055
best: 2.208 (Latent ODE + Poisson)
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
ImputationonMuJoCo
MSE (10^2, 50% missing)· 2018-06-19
6.1
best: 0.285 (Latent ODE (ODE enc))
Neural Ordinary Differential Equations arXiv:1806.07366

Methodology2 results

Feature EngineeringonPhysioNet Challenge 2012
mse (10^-3)· 2018-06-19
5.93
best: 2.118 (Latent ODE (ODE enc))
SOTA
Neural Ordinary Differential Equations arXiv:1806.07366
Feature EngineeringonMuJoCo
MSE (10^2, 50% missing)· 2018-06-19
6.1
best: 0.285 (Latent ODE (ODE enc))
Neural Ordinary Differential Equations arXiv:1806.07366