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

Showing 125 of 477 papers

TitleStatusHype
GluonTS: Probabilistic Time Series Models in PythonCode3
LibCity: An Open Library for Traffic PredictionCode2
Liquid Time-constant NetworksCode2
Trainable Fractional Fourier TransformCode2
An Extensive Data Processing Pipeline for MIMIC-IVCode2
Bayesian Temporal Factorization for Multidimensional Time Series PredictionCode2
MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning ProcessCode2
Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price PredictionCode2
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series ForecastingCode2
UnetTSF: A Better Performance Linear Complexity Time Series Prediction ModelCode2
Deep Learning for Time Series Forecasting: Tutorial and Literature SurveyCode2
Closed-form Continuous-time Neural ModelsCode2
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow PredictionCode2
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Bayesian Neural Architecture Search using A Training-Free Performance MetricCode1
AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the FlyCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic ForecastingCode1
Dimensionality reduction to maximize prediction generalization capabilityCode1
A Novel Deep Learning Model for Hotel Demand and Revenue Prediction amid COVID-19Code1
A Review of Graph Neural Networks and Their Applications in Power SystemsCode1
DAG-Net: Double Attentive Graph Neural Network for Trajectory ForecastingCode1
SIGMA: Selective Gated Mamba for Sequential RecommendationCode1
Deep Stock PredictionsCode1
Conformal PID Control for Time Series PredictionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CMU-DEMAverage mean absolute error9.06Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMRMSE0Unverified