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Multivariate Time Series Forecasting 벤치마크

Multivariate Time Series Forecasting on MuJoCo

18개 결과 · ⬇ CSV · JSON

MSE (10^-2, 50% missing) 낮을수록 좋음

1.258 7.559 13.86 20.16 26.46 2016-06 2026-09 RNN GRU-D — 5.833 (2016-06-06) RNN GRU-D — 5.833 (2016-06-06) RNN GRU-D — 5.833 (2016-06-06) Latent ODE (RNN enc.) — 1.377 (2018-06-19) RNN-VAE — 1.782 (2018-06-19) Latent ODE (RNN enc.) — 1.377 (2018-06-19) RNN-VAE — 1.782 (2018-06-19) Latent ODE (RNN enc.) — 1.377 (2018-06-19) RNN-VAE — 1.782 (2018-06-19) Latent ODE (ODE enc) — 1.258 (2019-07-08) ODE-RNN — 26.463 (2019-07-08) Latent ODE (ODE enc) — 1.258 (2019-07-08) ODE-RNN — 26.463 (2019-07-08) Latent ODE (ODE enc) — 1.258 (2019-07-08) ODE-RNN — 26.463 (2019-07-08) RNN GRU-D — 5.833 (2016-06-06) Latent ODE (RNN enc.) — 1.377 (2018-06-19) Latent ODE (ODE enc) — 1.258 (2019-07-08)
RankModel MSE (10^-2, 50% missing) PaperCodeYear
1 Latent ODE (ODE enc) 1.258 Latent ODEs for Irregularly-Sampled Time Series YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8 2019
2 Latent ODE (RNN enc.) 1.377 Neural Ordinary Differential Equations rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53 2018
3 RNN-VAE 1.782 Neural Ordinary Differential Equations rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53 2018
4 RNN GRU-D 5.833 Recurrent Neural Networks for Multivariate Time Series with Missing Values WenjieDu/PyPOTS · PeterChe1990/GRU-D · Han-JD/GRU-D · +4 2016
5 ODE-RNN 26.463 Latent ODEs for Irregularly-Sampled Time Series YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8 2019
6 RNN ∆t 30.571
7 Latent ODE (ODE enc) 1.258 Latent ODEs for Irregularly-Sampled Time Series YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8 2019
8 Latent ODE (RNN enc.) 1.377 Neural Ordinary Differential Equations rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53 2018
9 RNN-VAE 1.782 Neural Ordinary Differential Equations rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53 2018
10 RNN GRU-D 5.833 Recurrent Neural Networks for Multivariate Time Series with Missing Values WenjieDu/PyPOTS · PeterChe1990/GRU-D · Han-JD/GRU-D · +4 2016
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