Multivariate Time Series Forecasting on USHCN-Daily

Metric: MSE (lower is better)

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	FLD	0.258	No	Functional Latent Dynamics for Irregularly Sampl...	2024-05-06	Code
2	GraFITi	0.27	No	Forecasting Irregularly Sampled Time Series usin...	2023-05-22	Code
3	GRU-ODE-Bayes	0.43	No	GRU-ODE-Bayes: Continuous modeling of sporadical...	2019-05-29	Code
4	BRITS	0.53	No	BRITS: Bidirectional Recurrent Imputation for Ti...	2018-05-27	Code
5	T-LSTM	0.59	No	-	-	Code
6	Sequential VAE	0.83	No	Structured Inference Networks for Nonlinear Stat...	2016-09-30	Code
7	NeuralODE-VAE-Mask	0.83	No	Neural Ordinary Differential Equations	2018-06-19	Code
8	NeuralODE-VAE	0.96	No	Neural Ordinary Differential Equations	2018-06-19	Code

#1FLDSOTA
0.258
MSE· 2024-05-06
Functional Latent Dynamics for Irregularly Sampled Time Series Forecasting Code
#2GraFITiSOTA
0.27
MSE· 2023-05-22
Forecasting Irregularly Sampled Time Series using Graphs Code
#3GRU-ODE-BayesSOTA
0.43
MSE· 2019-05-29
GRU-ODE-Bayes: Continuous modeling of sporadically-observed time series Code
#4BRITSSOTA
0.53
MSE· 2018-05-27
BRITS: Bidirectional Recurrent Imputation for Time Series Code
#5T-LSTM
0.59
MSE
No paperCode
#6Sequential VAESOTA
0.83
MSE· 2016-09-30
Structured Inference Networks for Nonlinear State Space Models Code
#7NeuralODE-VAE-Mask
0.83
MSE· 2018-06-19
Neural Ordinary Differential Equations Code
#8NeuralODE-VAE
0.96
MSE· 2018-06-19
Neural Ordinary Differential Equations Code