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ResearchFormerly WizWand

Time Series Reconstruction on MuJoCo (test)

0.285MSELatent ODE (ODE enc)
-1.22888.9893519.207529.42565Jul 8, 2019Nov 25, 2019Apr 13, 2020Aug 31, 2020Jan 18, 2021Jun 7, 2021Oct 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Latent ODE (ODE enc)% Observed Pts.=50%2019.070.285
Latent ODE (ODE enc)% Observed Pts.=20%2019.070.295
Latent ODE (ODE enc)% Observed Pts.=30%2019.070.3
Latent ODE (ODE enc)% Observed Pts.=10%2019.070.36
Latent ODE (RNN enc.)% Observed Pts.=50%2019.070.447
Latent ODE (RNN enc.)% Observed Pts.=20%2019.070.578
ODE-RNN% Observed Pts.=50%2019.070.665
RNN GRU-D% Observed Pts.=50%2019.070.748
RNN-Delta% Observed Pts.=50%2019.070.785
ODE-RNN% Observed Pts.=30%2019.070.986
RNN GRU-D% Observed Pts.=30%2019.071.134
Latent ODE (ODE enc)% Observed Pts.=30%2019.071.175
ODE-RNN% Observed Pts.=20%2019.071.209
RNN-Delta% Observed Pts.=30%2019.071.25
Latent ODE (ODE enc)% Observed Pts.=50%2019.071.258
Latent ODE (RNN enc.)% Observed Pts.=50%2019.071.377
Latent ODE (ODE enc)% Observed Pts.=20%2019.071.4
RNN GRU-D% Observed Pts.=20%2019.071.421
Latent ODE (ODE enc)% Observed Pts.=10%2019.071.441
Latent ODE (RNN enc.)% Observed Pts.=30%2019.071.485
ODE-RNN% Observed Pts.=10%2019.071.647
Latent ODE (RNN enc.)% Observed Pts.=20%2019.071.653
Latent ODE (RNN enc.)% Observed Pts.=10%2019.071.663
RNN-Delta% Observed Pts.=20%2019.071.714
RNN-VAE% Observed Pts.=50%2019.071.782
RNN GRU-D% Observed Pts.=10%2019.071.968
RNN-VAE% Observed Pts.=30%2019.072.021
RNN-VAE% Observed Pts.=20%2019.072.135
RNN-VAE% Observed Pts.=10%2019.072.378
RNN-Delta% Observed Pts.=10%2019.072.454
Latent ODE (RNN enc.)% Observed Pts.=10%2019.072.477
Latent ODE (RNN enc.)% Observed Pts.=30%2019.072.768
Coupling flownumerical solver=none2021.104.217
ResNet flownumerical solver=none2021.105.147
RNN GRU-D% Observed Pts.=50%2019.075.833
RNN-VAE% Observed Pts.=50%2019.076.1
RNN-VAE% Observed Pts.=30%2019.076.305
RNN-VAE% Observed Pts.=20%2019.076.408
RNN-VAE% Observed Pts.=10%2019.076.514
RNN-Delta% Observed Pts.=30%2019.076.594
RNN-Delta% Observed Pts.=20%2019.076.792
RNN-Delta% Observed Pts.=10%2019.077.259
Neural ODEsolver=Best of Euler or adaptive2021.108.403
RNN GRU-D% Observed Pts.=30%2019.0713.049
ODE-RNN% Observed Pts.=10%2019.0713.508
ODE-RNN% Observed Pts.=30%2019.0715.465
RNN GRU-D% Observed Pts.=20%2019.0720.041
ODE-RNN% Observed Pts.=50%2019.0726.463
RNN-Delta% Observed Pts.=50%2019.0730.571
ODE-RNN% Observed Pts.=20%2019.0731.95
RNN GRU-D% Observed Pts.=10%2019.0738.13