SOTAVerified

Multivariate Time Series Forecasting

Papers

Showing 221230 of 245 papers

TitleStatusHype
Multivariate Time Series Forecasting with Transfer Entropy GraphCode1
Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing FlowsCode2
Towards Better Forecasting by Fusing Near and Distant Future VisionsCode0
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values0
DSANet: Dual Self-Attention Network for Multivariate Time Series ForecastingCode0
Probabilistic sequential matrix factorizationCode0
Latent ODEs for Irregularly-Sampled Time SeriesCode1
Probabilistic Forecasting with Temporal Convolutional Neural NetworkCode3
GRU-ODE-Bayes: Continuous modeling of sporadically-observed time seriesCode1
STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand ForecastingCode0
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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