SOTAVerified

Time Series Forecasting

Time Series Forecasting is the task of fitting a model to historical, time-stamped data in order to predict future values. Traditional approaches include moving average, exponential smoothing, and ARIMA, though models as various as RNNs, Transformers, or XGBoost can also be applied. The most popular benchmark is the ETTh1 dataset. Models are typically evaluated using the Mean Square Error (MSE) or Root Mean Square Error (RMSE).

( Image credit: ThaiBinh Nguyen )

Papers

Showing 14511500 of 1609 papers

TitleStatusHype
ms-Mamba: Multi-scale Mamba for Time-Series Forecasting0
MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting0
MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs0
Multi-head Temporal Attention-Augmented Bilinear Network for Financial time series prediction0
Multimodal Conditioned Diffusive Time Series Forecasting0
Multimodal Neural Network For Demand Forecasting0
Multimodal Stock Price Prediction0
Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting0
Multi-Objective Model Selection for Time Series Forecasting0
Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting0
MultiResFormer: Transformer with Adaptive Multi-Resolution Modeling for General Time Series Forecasting0
Multi-scale Attention Flow for Probabilistic Time Series Forecasting0
Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting0
Multi-Scale Finetuning for Encoder-based Time Series Foundation Models0
Multi-source Transfer Learning with Ensemble for Financial Time Series Forecasting0
Multi-step Time Series Forecasting Using Ridge Polynomial Neural Network with Error-Output Feedbacks0
Multi-task Learning for Financial Forecasting0
Multi-Task Time Series Forecasting With Shared Attention0
Multivariate Forecasting of Crude Oil Spot Prices using Neural Networks0
Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting0
Multivariate Time Series Forecasting with Latent Graph Inference0
Multi-view Kernel PCA for Time series Forecasting0
MUSTACHE: Multi-Step-Ahead Predictions for Cache Eviction0
Quantile Convolutional Neural Networks for Value at Risk Forecasting0
Navigating Inflation in Ghana: How Can Machine Learning Enhance Economic Stability and Growth Strategies0
Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction0
Nearest Neighbor Multivariate Time Series Forecasting0
Neural Decomposition of Time-Series Data for Effective Generalization0
Neural Echo State Network using oscillations of gas bubbles in water0
Neural Networks with LSTM and GRU in Modeling Active Fires in the Amazon0
Neural Spline Search for Quantile Probabilistic Modeling0
Neuroevolution Neural Architecture Search for Evolving RNNs in Stock Return Prediction and Portfolio Trading0
NFCL: Simply interpretable neural networks for a short-term multivariate forecasting0
Physical Data Embedding for Memory Efficient AI0
Non-parametric Probabilistic Time Series Forecasting via Innovations Representation0
Nonparametric risk bounds for time-series forecasting0
Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting0
NourishNet: Proactive Severity State Forecasting of Food Commodity Prices for Global Warning Systems0
Nowcasting of COVID-19 confirmed cases: Foundations, trends, and challenges0
Nyström Regularization for Time Series Forecasting0
ODEStream: A Buffer-Free Online Learning Framework with ODE-based Adaptor for Streaming Time Series Forecasting0
ODformer: Spatial-Temporal Transformers for Long Sequence Origin-Destination Matrix Forecasting Against Cross Application Scenario0
OFTER: An Online Pipeline for Time Series Forecasting0
On Creating a Causally Grounded Usable Rating Method for Assessing the Robustness of Foundation Models Supporting Time Series0
On-device AI: Quantization-aware Training of Transformers in Time-Series0
ONE-NAS: An Online NeuroEvolution based Neural Architecture Search for Time Series Forecasting0
Online Collection and Forecasting of Resource Utilization in Large-Scale Distributed Systems0
Online Evolutionary Neural Architecture Search for Multivariate Non-Stationary Time Series Forecasting0
Online Learning Algorithm for Time Series Forecasting Suitable for Low Cost Wireless Sensor Networks Nodes0
Online model learning with data-assimilated reservoir computers0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InformerMSE0.88Unverified
2QuerySelectorMSE0.85Unverified
3TransformerMSE0.83Unverified
4AarenMSE0.65Unverified
5RPMixerMSE0.52Unverified
6MOIRAILargeMSE0.51Unverified
7ATFNetMSE0.51Unverified
8AutoformerMSE0.51Unverified
9SCINetMSE0.5Unverified
10S-MambaMSE0.49Unverified
#ModelMetricClaimedVerifiedStatus
1QuerySelectorMSE1.12Unverified
2TransformerMSE1.11Unverified
3InformerMSE0.94Unverified
4GLinearMSE0.59Unverified
5SCINetMSE0.54Unverified
6MoLE-DLinearMSE0.51Unverified
7PRformerMSE0.49Unverified
8TEFNMSE0.48Unverified
9DLinearMSE0.47Unverified
10FiLMMSE0.47Unverified
#ModelMetricClaimedVerifiedStatus
1TransformerMSE2.66Unverified
2QuerySelectorMSE2.32Unverified
3InformerMSE1.67Unverified
4DLinearMSE0.45Unverified
5TEFNMSE0.42Unverified
6MoLE-DLinearMSE0.42Unverified
7FiLMMSE0.38Unverified
8MoLE-RLinearMSE0.37Unverified
9SCINetMSE0.37Unverified
10PRformerMSE0.36Unverified
#ModelMetricClaimedVerifiedStatus
1TransformerMSE3.18Unverified
2QuerySelectorMSE3.07Unverified
3InformerMSE2.34Unverified
4MoLE-DLinearMSE0.61Unverified
5DLinearMSE0.61Unverified
6SCINetMSE0.48Unverified
7FiLMMSE0.44Unverified
8TEFNMSE0.43Unverified
9TiDEMSE0.42Unverified
10MoLE-RLinearMSE0.41Unverified
#ModelMetricClaimedVerifiedStatus
1MoLE-DLinearMSE0.45Unverified
2TEFNMSE0.43Unverified
3FiLMMSE0.41Unverified
4PatchTST/64MSE0.41Unverified
5TiDEMSE0.41Unverified
6NLinearMSE0.41Unverified
7DiPE-LinearMSE0.41Unverified
8DLinearMSE0.41Unverified
9RLinearMSE0.4Unverified
10MoLE-RLinearMSE0.4Unverified
#ModelMetricClaimedVerifiedStatus
1DLinearMSE0.38Unverified
2TEFNMSE0.38Unverified
3MoLE-DLinearMSE0.36Unverified
4FiLMMSE0.36Unverified
5NLinearMSE0.34Unverified
6PatchTST/64MSE0.34Unverified
7MoLE-RLinearMSE0.34Unverified
8LTBoost (drop_last=false)MSE0.33Unverified
9PRformerMSE0.33Unverified
10TiDEMSE0.33Unverified
#ModelMetricClaimedVerifiedStatus
1DLinearMSE0.29Unverified
2TEFNMSE0.29Unverified
3MoLE-DLinearMSE0.29Unverified
4FiLMMSE0.28Unverified
5NLinearMSE0.28Unverified
6TSMixerMSE0.28Unverified
7DiPE-LinearMSE0.28Unverified
8PatchTST/64MSE0.27Unverified
9MoLE-RLinearMSE0.27Unverified
10TiDEMSE0.27Unverified
#ModelMetricClaimedVerifiedStatus
1TEFNMSE0.38Unverified
2MoLE-DLinearMSE0.38Unverified
3MoLE-RLinearMSE0.38Unverified
4TiDEMSE0.38Unverified
5FiLMMSE0.37Unverified
6PatchTST/64MSE0.37Unverified
7DiPE-LinearMSE0.37Unverified
8TSMixerMSE0.37Unverified
9RLinearMSE0.37Unverified
10TTMMSE0.36Unverified
#ModelMetricClaimedVerifiedStatus
1TEFNMSE0.23Unverified
2DLinearMSE0.22Unverified