SOTAVerified

Multivariate Time Series Forecasting

Papers

Showing 110 of 245 papers

TitleStatusHype
SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs0
A Review of the Long Horizon Forecasting Problem in Time Series AnalysisCode0
Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness0
Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries0
HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting0
CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting0
This Time is Different: An Observability Perspective on Time Series Foundation ModelsCode3
Temporal Query Network for Efficient Multivariate Time Series ForecastingCode2
Nearest Neighbor Multivariate Time Series Forecasting0
SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models0
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Benchmark Results

#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