traffic-forecasting topic

List traffic-forecasting repositories

STEP

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Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

STID

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Code for our CIKM'22 paper Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting.

DASTNet

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Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"

STWave

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[ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks

FOGS

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[IJCAI'2022] FOGS: First-Order Gradient Supervision with Learning-based Graph for Traffic Flow Forecasting

STG-NCDE

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"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022

STGM

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STGM: Spatio-Temporal Graph Mixformer for Traffic Forecasting

GNN-SpaceTimeGraphs

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Graph Neural Networks utilization for Spatiotemporal graphs. These methods will be applied into the problem of forecasting traffic flow on PEMS-Bay, METR-LA and Seattle Loop Datasets

MegaCRN

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[AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"

USTGCN

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[IJCNN 2021] Unified Spatio-Temporal modeling for traffic forecasting using Graph Convolutional Network