Multivariate Time Series Forecasting

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 245 papers

Title	Date	Tasks	Status	Hype
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting	Mar 11, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	0
ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish	Mar 4, 2025	Activity PredictionMultivariate Time Series Forecasting	CodeCode Available	2
PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting	Feb 27, 2025	Multivariate Time Series ForecastingPosition	—Unverified	0
A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction	Feb 25, 2025	Multivariate Time Series ForecastingPrediction	—Unverified	0
ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting	Feb 24, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data	Feb 22, 2025	Bayesian InferenceFew-Shot Learning	CodeCode Available	1
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	0
IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting	Feb 17, 2025	Computational EfficiencyMissing Values	—Unverified	0
A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective	Feb 15, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting	Feb 14, 2025	Multivariate Time Series ForecastingRepresentation Learning	CodeCode Available	1
HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting	Feb 12, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs	Feb 11, 2025	Missing ValuesMultivariate Time Series Forecasting	—Unverified	0
VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting	Jan 24, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting	Jan 23, 2025	DiversityMultivariate Time Series Forecasting	CodeCode Available	1
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via	Jan 14, 2025	Anomaly DetectionMultivariate Time Series Forecasting	—Unverified	0
Using Pre-trained LLMs for Multivariate Time Series Forecasting	Jan 10, 2025	DecoderMultivariate Time Series Forecasting	—Unverified	0
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	Jan 10, 2025	Age EstimationMulti-Task Learning	—Unverified	0
DCIts -- Deep Convolutional Interpreter for time series	Jan 8, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	0
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	0
Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting	Dec 25, 2024	Computational EfficiencyMultivariate Time Series Forecasting	—Unverified	0
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	Dec 23, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	2
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis	Dec 17, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions	Dec 16, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	0
DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting	Dec 14, 2024	Clusteringenergy management	CodeCode Available	5
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data	Dec 4, 2024	Computational Efficiencyimage-classification	—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	NeuralODE-VAE-Mask	MSE	0.83	—	Unverified
3	Sequential VAE	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