Multivariate Time Series Forecasting

Papers

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Showing 176–200 of 245 papers

Title	Date	Tasks	Status
MCformer: Multivariate Time Series Forecasting with Mixed-Channels Transformer	Mar 14, 2024	Multivariate Time Series ForecastingTime Series	—Unverified
Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling	Mar 1, 2024	Multivariate Time Series ForecastingTime Series	—Unverified
PDETime: Rethinking Long-Term Multivariate Time Series Forecasting from the perspective of partial differential equations	Feb 25, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available
Deep Coupling Network For Multivariate Time Series Forecasting	Feb 23, 2024	Multivariate Time Series ForecastingTime Series	—Unverified
Structural Knowledge Informed Continual Multivariate Time Series Forecasting	Feb 20, 2024	Continual LearningGraph structure learning	—Unverified
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction	Feb 12, 2024	Multivariate Time Series ForecastingTime Series	—Unverified
Attention as Robust Representation for Time Series Forecasting	Feb 8, 2024	Multivariate Time Series ForecastingTime Series	—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
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels	Jan 3, 2024	Computational EfficiencyDecoder	—Unverified
Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting	Dec 22, 2023	Multivariate Time Series ForecastingPrediction	—Unverified
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting	Dec 11, 2023	Multivariate Time Series ForecastingTime Series	—Unverified
Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting	Dec 11, 2023	Multivariate Time Series ForecastingTime Series	CodeCode Available
Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting	Nov 21, 2023	Graph LearningMultivariate Time Series Forecasting	—Unverified
TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss	Nov 19, 2023	Multivariate Time Series ForecastingTime Series	—Unverified
AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data	Oct 31, 2023	Multivariate Time Series ForecastingTime Series	—Unverified
Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting	Oct 22, 2023	Multivariate Time Series ForecastingTime Series	—Unverified
Embedded Temporal Feature Selection for Time Series Forecasting Using Deep Learning	Oct 1, 2023	Deep Learningfeature selection	CodeCode Available
Revealing the Power of Masked Autoencoders in Traffic Forecasting	Sep 26, 2023	DecoderMultivariate Time Series Forecasting	CodeCode Available
Improving the Transferability of Time Series Forecasting with Decomposition Adaptation	Jun 30, 2023	Multivariate Time Series ForecastingTime Series	—Unverified
Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting	Jun 28, 2023	AllDecision Making	CodeCode Available
GCformer: An Efficient Framework for Accurate and Scalable Long-Term Multivariate Time Series Forecasting	Jun 14, 2023	Multivariate Time Series ForecastingTime Series	CodeCode Available
Cross-LKTCN: Modern Convolution Utilizing Cross-Variable Dependency for Multivariate Time Series Forecasting Dependency for Multivariate Time Series Forecasting	Jun 4, 2023	Multivariate Time Series ForecastingTime Series	—Unverified
Indeterminate Probability Theory	Mar 21, 2023	ClassificationMultivariate Time Series Forecasting	CodeCode Available
SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies	Feb 11, 2023	Decision MakingMultivariate Time Series Forecasting	—Unverified
Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective	Jan 27, 2023	FairnessMultivariate Time Series Forecasting	CodeCode Available

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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