SOTAVerified

Multivariate Time Series Forecasting

Papers

Showing 211220 of 245 papers

TitleStatusHype
Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting0
LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting0
MTHetGNN: A Heterogeneous Graph Embedding Framework for Multivariate Time Series Forecasting0
Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting0
Attention Mechanism for Multivariate Time Series Recurrent Model Interpretability Applied to the Ironmaking Industry0
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series ForecastingCode1
PECAIQR: A Model for Infectious Disease Applied to the Covid-19 Epidemic0
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural NetworksCode1
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GANCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1NeuralODE-VAEMSE0.96Unverified
2Sequential VAEMSE0.83Unverified
3NeuralODE-VAE-MaskMSE0.83Unverified
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