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 12011250 of 1609 papers

TitleStatusHype
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting0
Multimodal Neural Network For Demand Forecasting0
Flipped Classroom: Effective Teaching for Time Series ForecastingCode0
Temporal-Spatial dependencies ENhanced deep learning model (TSEN) for household leverage series forecasting0
Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts0
Temporal Spatial Decomposition and Fusion Network for Time Series Forecasting0
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting0
MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting0
Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic PredictionCode0
Solar Power Time Series Forecasting Utilising Wavelet Coefficients0
Masked Multi-Step Multivariate Time Series Forecasting with Future Information0
Towards Automatic Forecasting: Evaluation of Time-Series Forecasting Models for Chickenpox Cases Estimation in Hungary0
Experimental study of time series forecasting methods for groundwater level predictionCode0
Retrieval Based Time Series Forecasting0
Review of Time Series Forecasting Methods and Their Applications to Particle Accelerators0
An Attention Free Long Short-Term Memory for Time Series Forecasting0
DynaConF: Dynamic Forecasting of Non-Stationary Time SeriesCode0
FRANS: Automatic Feature Extraction for Time Series Forecasting0
Fairness in Forecasting of Observations of Linear Dynamical SystemsCode0
Learning Differential Operators for Interpretable Time Series Modeling0
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting0
Persistence Initialization: A novel adaptation of the Transformer architecture for Time Series Forecasting0
Towards an AI-based Early Warning System for Bridge Scour0
KDD CUP 2022 Wind Power Forecasting Team 88VIP Solution0
ODformer: Spatial-Temporal Transformers for Long Sequence Origin-Destination Matrix Forecasting Against Cross Application Scenario0
Uncertainty Quantification for Traffic Forecasting: A Unified Approach0
Forecasting Algorithms for Causal Inference with Panel DataCode0
Predicting Future Mosquito Larval Habitats Using Time Series Climate Forecasting and Deep LearningCode0
Time Series Forecasting Models Copy the Past: How to Mitigate0
MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation0
Mitigating Data Redundancy to Revitalize Transformer-based Long-Term Time Series Forecasting SystemCode0
Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapyCode0
Dateformer: Time-modeling Transformer for Longer-term Series ForecastingCode0
Variations on two-parameter families of forecasting functions: seasonal/nonseasonal Models, comparison to the exponential smoothing and ARIMA models, and applications to stock market data0
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures0
Comparative Analysis of Time Series Forecasting Approaches for Household Electricity Consumption Prediction0
Reinforcement Learning Based Dynamic Model Combination for Time Series Forecasting0
TreeDRNet:A Robust Deep Model for Long Term Time Series Forecasting0
DRAformer: Differentially Reconstructed Attention Transformer for Time-Series Forecasting0
VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting0
Analytics of Business Time Series Using Machine Learning and Bayesian Inference0
FreDo: Frequency Domain-based Long-Term Time Series Forecasting0
Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts0
Multi-scale Attention Flow for Probabilistic Time Series Forecasting0
Adaptive Graph Convolutional Network Framework for Multidimensional Time Series Prediction0
Stock Price Prediction Based on Natural Language ProcessingCode0
Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation?Code0
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version0
Forecasting foreign exchange rates with regression networks tuned by Bayesian optimization0
Time Series Forecasting (TSF) Using Various Deep Learning Models0
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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