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 801850 of 1609 papers

TitleStatusHype
Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning0
Time Series Forecasting With Deep Learning: A Survey0
Time series forecasting with high stakes: A field study of the air cargo industry0
Time Series Forecasting with Hypernetworks Generating Parameters in Advance0
Time Series Forecasting with Stacked Long Short-Term Memory Networks0
Time Series Foundation Models and Deep Learning Architectures for Earthquake Temporal and Spatial Nowcasting0
Time Series Language Model for Descriptive Caption Generation0
Time series model selection with a meta-learning approach; evidence from a pool of forecasting algorithms0
Time Series Prediction : Predicting Stock Price0
TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss0
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting0
Time Tracker: Mixture-of-Experts-Enhanced Foundation Time Series Forecasting Model with Decoupled Training Pipelines0
Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting0
TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting0
TKN: Transformer-based Keypoint Prediction Network For Real-time Video Prediction0
TLNets: Transformation Learning Networks for long-range time-series prediction0
Topological Attention for Time Series Forecasting0
To Post or Not to Post: Using Online Trends to Predict Popularity of Offline Content0
Toto: Time Series Optimized Transformer for Observability0
Toward Relative Positional Encoding in Spiking Transformers0
Towards an AI-based Early Warning System for Bridge Scour0
Towards a Rigorous Evaluation of Explainability for Multivariate Time Series0
Towards Better Long-range Time Series Forecasting using Generative Adversarial Networks0
Towards Better Long-range Time Series Forecasting using Generative Forecasting0
Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers0
Towards Invariant Time Series Forecasting in Smart Cities0
Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching0
Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms0
Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness0
Towards Time Series Reasoning with LLMs0
TPRNN: A Top-Down Pyramidal Recurrent Neural Network for Time Series Forecasting0
Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting0
TransDF: Time-Series Forecasting Needs Transformed Label Alignment0
Transfer Learning on Transformers for Building Energy Consumption Forecasting -- A Comparative Study0
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations0
Transformer Based Time-Series Forecasting for Stock0
Transformers with Attentive Federated Aggregation for Time Series Stock Forecasting0
Transient Classification in low SNR Gravitational Wave data using Deep Learning0
TreeDRNet:A Robust Deep Model for Long Term Time Series Forecasting0
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version0
TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting0
Trojan Horse Hunt in Time Series Forecasting for Space Operations0
TSKANMixer: Kolmogorov-Arnold Networks with MLP-Mixer Model for Time Series Forecasting0
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster0
TsSHAP: Robust model agnostic feature-based explainability for time series forecasting0
TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models0
TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting0
Two-Stage Framework for Seasonal Time Series Forecasting0
Two-stage hybrid models for enhancing forecasting accuracy on heterogeneous time series0
Two Steps Forward and One Behind: Rethinking Time Series Forecasting with Deep Learning0
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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