SOTAVerified

Time Series Prediction

The goal of Time Series Prediction is to infer the future values of a time series from the past.

Source: Orthogonal Echo State Networks and stochastic evaluations of likelihoods

Papers

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Showing 101–125 of 477 papers

TitleStatusHype
Improving COVID-19 Forecasting using eXogenous VariablesCode0
COVID-19 Time-series Prediction by Joint Dictionary Learning and Online NMFCode0
HigeNet: A Highly Efficient Modeling for Long Sequence Time Series Prediction in AIOpsCode0
Communication-Efficient Design of Learning System for Energy Demand Forecasting of Electrical VehiclesCode0
Co-evolutionary multi-task learning for dynamic time series predictionCode0
A Critical Review of Recurrent Neural Networks for Sequence LearningCode0
MS-TVNet:A Long-Term Time Series Prediction Method Based on Multi-Scale Dynamic ConvolutionCode0
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape TemplatesCode0
Hierarchical Attention-Based Recurrent Highway Networks for Time Series PredictionCode0
Individual Bus Trip Chain Prediction and Pattern Identification Considering SimilaritiesCode0
Adversarial Constraint Learning for Structured PredictionCode0
A Comparative Study of Transformer-Based Models for Multi-Horizon Blood Glucose PredictionCode0
Graph Edit NetworksCode0
Generalized Prompt Tuning: Adapting Frozen Univariate Time Series Foundation Models for Multivariate Healthcare Time SeriesCode0
Causal-discovery-based root-cause analysis and its application in time-series prediction error diagnosisCode0
An Evaluation of Standard Statistical Models and LLMs on Time Series ForecastingCode0
Genetic algorithm-based hyperparameter optimization of deep learning models for PM2.5 time-series predictionCode0
Guaranteed Multidimensional Time Series Prediction via Deterministic Tensor Completion TheoryCode0
IndMask: Inductive Explanation for Multivariate Time Series Black-Box ModelsCode0
Building Effective Large-Scale Traffic State Prediction System: Traffic4cast Challenge SolutionCode0
DeepTFP: Mobile Time Series Data Analytics based Traffic Flow PredictionCode0
A tensor network approach for chaotic time series predictionCode0
A Neuro-Symbolic Approach for Enhanced Human Motion PredictionCode0
Rapid training of quantum recurrent neural networksCode0
FNetAR: Mixing Tokens with Autoregressive Fourier TransformsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CMU-DEMAverage mean absolute error9.06—Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMRMSE0—Unverified