SOTAVerified

Multivariate Time Series Forecasting

Papers

Showing 7180 of 245 papers

TitleStatusHype
A Joint Time-frequency Domain Transformer for Multivariate Time Series ForecastingCode1
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series ForecastingCode1
Forecasting Irregularly Sampled Time Series using GraphsCode1
The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series ForecastingCode1
LightCTS: A Lightweight Framework for Correlated Time Series ForecastingCode1
StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time SeriesCode1
Ti-MAE: Self-Supervised Masked Time Series AutoencodersCode1
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal ModelingCode1
Spatio-Temporal Meta-Graph Learning for Traffic ForecastingCode1
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing DataCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1NeuralODE-VAEMSE0.96Unverified
2NeuralODE-VAE-MaskMSE0.83Unverified
3Sequential VAEMSE0.83Unverified
4T-LSTMMSE0.59Unverified
5BRITSMSE0.53Unverified
6GRU-ODE-BayesMSE0.43Unverified
7GraFITiMSE0.27Unverified
8FLDMSE0.26Unverified
#ModelMetricClaimedVerifiedStatus
1RNN ∆tMSE (10^-2, 50% missing)30.57Unverified
2ODE-RNNMSE (10^-2, 50% missing)26.46Unverified
3RNN GRU-DMSE (10^-2, 50% missing)5.83Unverified
4RNN-VAEMSE (10^-2, 50% missing)1.78Unverified
5Latent ODE (RNN enc.)MSE (10^-2, 50% missing)1.38Unverified
6Latent ODE (ODE enc)MSE (10^-2, 50% missing)1.26Unverified
#ModelMetricClaimedVerifiedStatus
1Latent ODE (RNN enc.)mse (10^-3)3.16Unverified
2RNN-VAEmse (10^-3)3.06Unverified
3Latent ODE (ODE enc)mse (10^-3)2.23Unverified
4Latent ODE + Poissonmse (10^-3)2.21Unverified
#ModelMetricClaimedVerifiedStatus
1TSMixerMAE0.42Unverified
2PRformerMAE0.41Unverified
3MMFNetMSE0.4Unverified
#ModelMetricClaimedVerifiedStatus
1TSMixerMAE0.4Unverified
2PRformerMAE0.38Unverified
3MMFNetMSE0.36Unverified
#ModelMetricClaimedVerifiedStatus
1QuerySelectorAccuracy0.79Unverified
2LSTMAccuracy0.76Unverified
#ModelMetricClaimedVerifiedStatus
1TSMixerMSE0.42Unverified
2MMFNetMSE0.41Unverified
#ModelMetricClaimedVerifiedStatus
1QuerySelectorAccuracy0.74Unverified
2LSTMAccuracy0.71Unverified
#ModelMetricClaimedVerifiedStatus
1T-LSTMNegLL1.02Unverified
2GRU-ODE-BayesNegLL0.83Unverified
#ModelMetricClaimedVerifiedStatus
1LSTM-SC12 steps MAPE2.58Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE 0.09Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE 0.31Unverified
#ModelMetricClaimedVerifiedStatus
1MMFNetMSE0.38Unverified
#ModelMetricClaimedVerifiedStatus
1UOROJitter0.97Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE 0.32Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE0.07Unverified