ML Research Wiki / Benchmarks / Multivariate Time Series Forecasting / MuJoCo

MuJoCo

Multivariate Time Series Forecasting Benchmark

Performance Over Time

📊 Showing 5 results | 📏 Metric: MSE (10^-2, 50% missing)

Top Performing Models

Rank Model Paper MSE (10^-2, 50% missing) Date Code
1 ODE-RNN Latent ODEs for Irregularly-Sampled Time Series 26.46 2019-07-08 📦 YuliaRubanova/latent_ode 📦 patrick-kidger/torchcde 📦 jacobjinkelly/easy-neural-ode
2 RNN GRU-D Recurrent Neural Networks for Multivariate Time Series with Missing Values 5.83 2016-06-06 📦 WenjieDu/PyPOTS 📦 PeterChe1990/GRU-D 📦 Han-JD/GRU-D
3 RNN-VAE Neural Ordinary Differential Equations 1.78 2018-06-19 📦 rtqichen/torchdiffeq 📦 msurtsukov/neural-ode 📦 MilesCranmer/lagrangian_nns
4 Latent ODE (RNN enc.) Neural Ordinary Differential Equations 1.38 2018-06-19 📦 rtqichen/torchdiffeq 📦 msurtsukov/neural-ode 📦 MilesCranmer/lagrangian_nns
5 Latent ODE (ODE enc) Latent ODEs for Irregularly-Sampled Time Series 1.26 2019-07-08 📦 YuliaRubanova/latent_ode 📦 patrick-kidger/torchcde 📦 jacobjinkelly/easy-neural-ode

All Papers (5)

Neural Ordinary Differential Equations

2018
Latent ODE (RNN enc.)