Multivariate Time Series Forecasting

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 245 papers

Title	Date	Tasks	Status	Hype
MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing	Nov 26, 2024	MambaMultivariate Time Series Forecasting	CodeCode Available	0
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting	Nov 26, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset	Nov 15, 2024	Feature EngineeringImputation	—Unverified	0
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting	Oct 31, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
LSEAttention is All You Need for Time Series Forecasting	Oct 31, 2024	AllMultivariate Time Series Forecasting	—Unverified	0
Generative forecasting of brain activity enhances Alzheimer's classification and interpretation	Oct 30, 2024	Data AugmentationDeep Learning	—Unverified	0
DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting	Oct 30, 2024	Multivariate Time Series ForecastingTime Series	—Unverified	0
WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting	Oct 30, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
FACTS: A Factored State-Space Framework For World Modelling	Oct 28, 2024	Multivariate Time Series ForecastingState Space Models	CodeCode Available	1
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories	Oct 22, 2024	Multivariate Time Series ForecastingTemporal Sequences	CodeCode Available	2
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting	Oct 21, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba	Oct 15, 2024	DecoderMamba	—Unverified	0
Less is more: Embracing sparsity and interpolation with Esiformer for time series forecasting	Oct 8, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	0
TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting	Oct 6, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	2
BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting	Oct 3, 2024	EpidemiologyMultivariate Time Series Forecasting	CodeCode Available	1
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting	Oct 2, 2024	Multivariate Time Series ForecastingMultivariate Time Series Forecastingm	CodeCode Available	3
MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters	Oct 2, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	3
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
Recurrent Interpolants for Probabilistic Time Series Prediction	Sep 18, 2024	Computational EfficiencyImputation	—Unverified	0
VE: Modeling Multivariate Time Series Correlation with Variate Embedding	Sep 10, 2024	Mixture-of-ExpertsMultivariate Time Series Forecasting	CodeCode Available	0
DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding	Aug 29, 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
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting	Aug 20, 2024	Multivariate Time Series ForecastingTemporal Sequences	CodeCode Available	2
Scalable Transformer for High Dimensional Multivariate Time Series Forecasting	Aug 8, 2024	Multivariate Time Series ForecastingTime Series	CodeCode Available	1
FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting	Jul 20, 2024	MambaMultivariate Time Series Forecasting	—Unverified	0

Show:10 25 50

← PrevPage 3 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