SOTAVerified

Multivariate Time Series Forecasting

Papers

Showing 126150 of 245 papers

TitleStatusHype
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GANCode0
Embedded Temporal Feature Selection for Time Series Forecasting Using Deep LearningCode0
Structured Inference Networks for Nonlinear State Space ModelsCode0
Indeterminate Probability TheoryCode0
Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting ModelsCode0
A Review of the Long Horizon Forecasting Problem in Time Series AnalysisCode0
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series ForecastingCode0
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series ForecastingCode0
MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual UnmixingCode0
MIMIC-III, a freely accessible critical care databaseCode0
SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series ForecastingCode0
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphsCode0
Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapyCode0
VE: Modeling Multivariate Time Series Correlation with Variate EmbeddingCode0
Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecastingCode0
Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit ForecastingCode0
Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based PerspectiveCode0
Balanced Graph Structure Learning for Multivariate Time Series ForecastingCode0
Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation?Code0
A Memory-Network Based Solution for Multivariate Time-Series ForecastingCode0
Less is more: Embracing sparsity and interpolation with Esiformer for time series forecastingCode0
Predictive Business Process Monitoring with LSTM Neural NetworksCode0
Revealing the Power of Masked Autoencoders in Traffic ForecastingCode0
BRITS: Bidirectional Recurrent Imputation for Time SeriesCode0
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