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 1–25 of 477 papers

TitleStatusHype
GluonTS: Probabilistic Time Series Models in PythonCode3
An Extensive Data Processing Pipeline for MIMIC-IVCode2
LibCity: An Open Library for Traffic PredictionCode2
Closed-form Continuous-time Neural ModelsCode2
Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price PredictionCode2
Liquid Time-constant NetworksCode2
Deep Learning for Time Series Forecasting: Tutorial and Literature SurveyCode2
MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning ProcessCode2
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series ForecastingCode2
UnetTSF: A Better Performance Linear Complexity Time Series Prediction ModelCode2
Bayesian Temporal Factorization for Multidimensional Time Series PredictionCode2
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow PredictionCode2
Trainable Fractional Fourier TransformCode2
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic ForecastingCode1
DeepSITH: Efficient Learning via Decomposition of What and When Across Time ScalesCode1
Deep and Confident Prediction for Time Series at UberCode1
Deep Stock PredictionsCode1
Dimensionality reduction to maximize prediction generalization capabilityCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series ForecastingCode1
CVaR-based Flight Energy Risk Assessment for Multirotor UAVs using a Deep Energy ModelCode1
DAG-Net: Double Attentive Graph Neural Network for Trajectory ForecastingCode1
AA-Forecast: Anomaly-Aware Forecast for Extreme EventsCode1
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Benchmark Results

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