ML Research Wiki / Benchmarks / Multivariate Time Series Forecasting / PhysioNet Challenge 2012

PhysioNet Challenge 2012

Multivariate Time Series Forecasting Benchmark

Performance Over Time

📊 Showing 4 results | 📏 Metric: mse (10^-3)

Top Performing Models

Rank Model Paper mse (10^-3) Date Code
1 RNN-VAE Neural Ordinary Differential Equations 0.15 2018-06-19 📦 rtqichen/torchdiffeq 📦 msurtsukov/neural-ode 📦 MilesCranmer/lagrangian_nns
2 Latent ODE (RNN enc.) Neural Ordinary Differential Equations 0.05 2018-06-19 📦 rtqichen/torchdiffeq 📦 msurtsukov/neural-ode 📦 MilesCranmer/lagrangian_nns
3 Latent ODE + Poisson Latent ODEs for Irregularly-Sampled Time Series 0.05 2019-07-08 📦 YuliaRubanova/latent_ode 📦 patrick-kidger/torchcde 📦 jacobjinkelly/easy-neural-ode
4 Latent ODE (ODE enc) Latent ODEs for Irregularly-Sampled Time Series 0.03 2019-07-08 📦 YuliaRubanova/latent_ode 📦 patrick-kidger/torchcde 📦 jacobjinkelly/easy-neural-ode

All Papers (4)

Neural Ordinary Differential Equations

2018
Latent ODE (RNN enc.)