SOTAVerified

Multivariate Time Series Forecasting

Papers

Showing 111120 of 245 papers

TitleStatusHype
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels0
MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series ForecastingCode2
FCDNet: Frequency-Guided Complementary Dependency Modeling for Multivariate Time-Series ForecastingCode1
Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting0
Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series ForecastingCode0
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting0
Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting ApproachCode1
Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting0
TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss0
FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph PerspectiveCode2
Show:102550
← PrevPage 12 of 25Next →

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