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
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting0
Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting0
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting0
Tackling Data Heterogeneity in Federated Time Series Forecasting0
TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting0
Targeted Attacks on Timeseries Forecasting0
Modeling Temporal Dependencies within the Target for Long-Term Time Series Forecasting0
TEAFormers: TEnsor-Augmented Transformers for Multi-Dimensional Time Series Forecasting0
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting0
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting0
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting0
Temporal Disaggregation of the Cumulative Grass Growth0
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting0
Temporal Logistic Neural Bag-of-Features for Financial Time series Forecasting leveraging Limit Order Book Data0
Temporally Folded Convolutional Neural Networks for Sequence Forecasting0
Temporal Spatial Decomposition and Fusion Network for Time Series Forecasting0
Temporal-Spatial dependencies ENhanced deep learning model (TSEN) for household leverage series forecasting0
Test Time Learning for Time Series Forecasting0
Text2Freq: Learning Series Patterns from Text via Frequency Domain0
Textual Data for Time Series Forecasting0
Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting0
The impact of data set similarity and diversity on transfer learning success in time series forecasting0
The mbsts package: Multivariate Bayesian Structural Time Series Models in R0
Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency0
Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting0
Theory and Algorithms for Forecasting Time Series0
The Relevance of AWS Chronos: An Evaluation of Standard Methods for Time Series Forecasting with Limited Tuning0
The Wiki Music dataset: A tool for computational analysis of popular music0
Tiled Bit Networks: Sub-Bit Neural Network Compression Through Reuse of Learnable Binary Vectors0
TimeCNN: Refining Cross-Variable Interaction on Time Point for Time Series Forecasting0
TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation0
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting0
TimeFound: A Foundation Model for Time Series Forecasting0
TimeGym: Debugging for Time Series Modeling in Python0
TimeKit: A Time-series Forecasting-based Upgrade Kit for Collaborative Filtering0
TimelyGPT: Extrapolatable Transformer Pre-training for Long-term Time-Series Forecasting in Healthcare0
Time Machine GPT0
TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting0
TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation0
Time Series Dataset for Modeling and Forecasting of N_2O in Wastewater Treatment0
Time-Series Forecasting and Sequence Learning Using Memristor-based Reservoir System0
A novel weighted approach for time series forecasting based on visibility graph0
Time series forecasting based on optimized LLM for fault prediction in distribution power grid insulators0
Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin0
Time-Series Forecasting in Smart Manufacturing Systems: An Experimental Evaluation of the State-of-the-art Algorithms0
Time Series Forecasting Models Copy the Past: How to Mitigate0
Time Series Forecasting of HIV/AIDS in the Philippines Using Deep Learning: Does COVID-19 Epidemic Matter?0
Time series forecasting of new cases and new deaths rate for COVID-19 using deep learning methods0
Time series Forecasting to detect anomalous behaviours in Multiphase Flow Meters0
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