Multivariate Time Series Forecasting

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 245 papers

Title	Date	Tasks	Status
SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting	May 5, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available
Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing	May 2, 2025	GPUMultivariate Time Series Forecasting	—Unverified
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting	May 1, 2025	Multivariate Time Series ForecastingPrediction	—Unverified
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting	May 1, 2025	Missing ValuesMultivariate Time Series Forecasting	—Unverified
MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications	Apr 18, 2025	Meta-LearningMultivariate Time Series Forecasting	—Unverified
Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics	Apr 9, 2025	Multivariate Time Series ForecastingProbabilistic Time Series Forecasting	—Unverified
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting	Mar 31, 2025	Anomaly DetectionMultivariate Time Series Forecasting	CodeCode Available
Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting	Mar 22, 2025	DecoderMultivariate Time Series Forecasting	—Unverified
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting	Mar 11, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available
PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting	Feb 27, 2025	Multivariate Time Series ForecastingPosition	—Unverified
A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction	Feb 25, 2025	Multivariate Time Series ForecastingPrediction	—Unverified
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning	Feb 21, 2025	Contrastive LearningMultivariate Time Series Forecasting	—Unverified
IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting	Feb 17, 2025	Computational EfficiencyMissing Values	—Unverified
Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs	Feb 11, 2025	Missing ValuesMultivariate Time Series Forecasting	—Unverified
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via	Jan 14, 2025	Anomaly DetectionMultivariate Time Series Forecasting	—Unverified
Using Pre-trained LLMs for Multivariate Time Series Forecasting	Jan 10, 2025	DecoderMultivariate Time Series Forecasting	—Unverified
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	Jan 10, 2025	Age EstimationMulti-Task Learning	—Unverified
DCIts -- Deep Convolutional Interpreter for time series	Jan 8, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available
Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting	Jan 6, 2025	AttributeMultivariate Time Series Forecasting	CodeCode Available
Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting	Dec 25, 2024	Computational EfficiencyMultivariate Time Series Forecasting	—Unverified
EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions	Dec 16, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data	Dec 4, 2024	Computational Efficiencyimage-classification	—Unverified
MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing	Nov 26, 2024	MambaMultivariate Time Series Forecasting	CodeCode Available
Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset	Nov 15, 2024	Feature EngineeringImputation	—Unverified
LSEAttention is All You Need for Time Series Forecasting	Oct 31, 2024	AllMultivariate Time Series Forecasting	—Unverified

Show:10 25 50

← PrevPage 6 of 10Next →

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