Multivariate Time Series Forecasting

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 245 papers

Title	Date	Tasks	Status
Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting	Mar 22, 2025	DecoderMultivariate Time Series Forecasting	—Unverified
DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting	May 14, 2024	ClusteringCollaborative Filtering	—Unverified
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting	Dec 16, 2020	Data AugmentationMultivariate Time Series Forecasting	—Unverified
Generative forecasting of brain activity enhances Alzheimer's classification and interpretation	Oct 30, 2024	Data AugmentationDeep Learning	—Unverified
Deep Learning for Epidemiological Predictions	Jul 21, 2018	Deep LearningEpidemiology	—Unverified
SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies	Feb 11, 2023	Decision MakingMultivariate Time Series Forecasting	—Unverified
Some variation of COBRA in sequential learning setup	Apr 7, 2024	Bayesian OptimisationLoad Forecasting	—Unverified
Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting	Nov 21, 2023	Graph LearningMultivariate Time Series Forecasting	—Unverified
High-dimensional Multivariate Time Series Forecasting in IoT Applications using Embedding Non-stationary Fuzzy Time Series	Jul 20, 2021	Multivariate Time Series ForecastingTime Series	—Unverified
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data	Dec 4, 2024	Computational Efficiencyimage-classification	—Unverified
HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting	May 23, 2025	Multivariate Time Series ForecastingTime Series	—Unverified
Improving the Transferability of Time Series Forecasting with Decomposition Adaptation	Jun 30, 2023	Multivariate Time Series ForecastingTime Series	—Unverified
IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting	Feb 17, 2025	Computational EfficiencyMissing Values	—Unverified
Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting	Feb 8, 2024	Computational EfficiencyMultivariate Time Series Forecasting	—Unverified
Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting	Dec 22, 2023	Multivariate Time Series ForecastingPrediction	—Unverified
A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction	Feb 25, 2025	Multivariate Time Series ForecastingPrediction	—Unverified
Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset	Nov 15, 2024	Feature EngineeringImputation	—Unverified
Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting	Dec 25, 2024	Computational EfficiencyMultivariate Time Series Forecasting	—Unverified
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values	Nov 22, 2019	Missing ValuesMultivariate Time Series Forecasting	—Unverified
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels	Jan 3, 2024	Computational EfficiencyDecoder	—Unverified
LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting	Sep 2, 2020	Multivariate Time Series ForecastingTime Series	—Unverified
SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models	May 13, 2025	MambaMultivariate Time Series Forecasting	—Unverified
TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting	Jun 6, 2024	Multivariate Time Series ForecastingTime Series	—Unverified
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures	Jul 4, 2022	Multivariate Time Series ForecastingTime Series	—Unverified
Deep Coupling Network For Multivariate Time Series Forecasting	Feb 23, 2024	Multivariate Time Series ForecastingTime Series	—Unverified

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All datasets USHCN-Daily MuJoCo PhysioNet Challenge 2012 ETTh1 (192) Multivariate ETTh1 (96) Multivariate BPI challenge '12 ETTh1 (336) Multivariate Helpdesk MIMIC-III AEP Electricity ETTh1 (48) Multivariate

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	NeuralODE-VAE	MSE	0.96	—	Unverified
2	Sequential VAE	MSE	0.83	—	Unverified
3	NeuralODE-VAE-Mask	MSE	0.83	—	Unverified
4	T-LSTM	MSE	0.59	—	Unverified
5	BRITS	MSE	0.53	—	Unverified
6	GRU-ODE-Bayes	MSE	0.43	—	Unverified
7	GraFITi	MSE	0.27	—	Unverified
8	FLD	MSE	0.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNN ∆t	MSE (10^-2, 50% missing)	30.57	—	Unverified
2	ODE-RNN	MSE (10^-2, 50% missing)	26.46	—	Unverified
3	RNN GRU-D	MSE (10^-2, 50% missing)	5.83	—	Unverified
4	RNN-VAE	MSE (10^-2, 50% missing)	1.78	—	Unverified
5	Latent ODE (RNN enc.)	MSE (10^-2, 50% missing)	1.38	—	Unverified
6	Latent ODE (ODE enc)	MSE (10^-2, 50% missing)	1.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Latent ODE (RNN enc.)	mse (10^-3)	3.16	—	Unverified
2	RNN-VAE	mse (10^-3)	3.06	—	Unverified
3	Latent ODE (ODE enc)	mse (10^-3)	2.23	—	Unverified
4	Latent ODE + Poisson	mse (10^-3)	2.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TSMixer	MAE	0.42	—	Unverified
2	PRformer	MAE	0.41	—	Unverified
3	MMFNet	MSE	0.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TSMixer	MAE	0.4	—	Unverified
2	PRformer	MAE	0.38	—	Unverified
3	MMFNet	MSE	0.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	QuerySelector	Accuracy	0.79	—	Unverified
2	LSTM	Accuracy	0.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TSMixer	MSE	0.42	—	Unverified
2	MMFNet	MSE	0.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	QuerySelector	Accuracy	0.74	—	Unverified
2	LSTM	Accuracy	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	T-LSTM	NegLL	1.02	—	Unverified
2	GRU-ODE-Bayes	NegLL	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LSTM-SC	12 steps MAPE	2.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLinear	MSE	0.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLinear	MSE	0.31	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MMFNet	MSE	0.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UORO	Jitter	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLinear	MSE	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLinear	MSE	0.07	—	Unverified