Multivariate Time Series Forecasting

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 245 papers

Title	Date	Tasks	Status	Score
A Bayesian Monte Carlo approach for predicting the spread of infectious diseases	Apr 26, 2019	Bayesian InferenceDisease Prediction	CodeCode Available	5
Temporal Pattern Attention for Multivariate Time Series Forecasting	Sep 12, 2018	Multivariate Time Series ForecastingTime Series	CodeCode Available	5
Functional Latent Dynamics for Irregularly Sampled Time Series Forecasting	May 6, 2024	AstronomyIrregular Time Series	CodeCode Available	5
SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks	Jul 2, 2024	Multivariate Time Series ForecastingRepresentation Learning	CodeCode Available	5
GCformer: An Efficient Framework for Accurate and Scalable Long-Term Multivariate Time Series Forecasting	Jun 14, 2023	Multivariate Time Series ForecastingTime Series	CodeCode Available	5
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	Jan 10, 2025	Age EstimationMulti-Task Learning	—Unverified	0
A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case	Nov 10, 2022	Deep Reinforcement LearningManagement	—Unverified	0
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering	May 9, 2025	ClusteringMultivariate Time Series Forecasting	—Unverified	0
Attention Mechanism for Multivariate Time Series Recurrent Model Interpretability Applied to the Ironmaking Industry	Jul 15, 2020	Deep LearningMultivariate Time Series Forecasting	—Unverified	0
TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss	Nov 19, 2023	Multivariate Time Series ForecastingTime Series	—Unverified	0
TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting	Oct 2, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
Attention as Robust Representation for Time Series Forecasting	Feb 8, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift	Jul 18, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
Adversarial Attacks and Defenses in Multivariate Time-Series Forecasting for Smart and Connected Infrastructures	Aug 27, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness	Jun 10, 2025	Missing ValuesMultivariate Time Series Forecasting	—Unverified	0
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting	Oct 6, 2022	Multivariate Time Series ForecastingTime Series	—Unverified	0
DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding	Aug 29, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling	Mar 1, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting	Sep 18, 2020	BIG-bench Machine LearningMultivariate Time Series Forecasting	—Unverified	0
DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting	Oct 30, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version	Apr 28, 2022	Multivariate Time Series ForecastingTime Series	—Unverified	0
SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs	Jun 25, 2025	Language ModelingLanguage Modelling	—Unverified	0
Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing	May 2, 2025	GPUMultivariate Time Series Forecasting	—Unverified	0
FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting	Jul 20, 2024	MambaMultivariate Time Series Forecasting	—Unverified	0
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks	May 28, 2024	Multivariate Time Series ForecastingNode Regression	—Unverified	0

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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