SOTAVerified

Traffic Prediction

Traffic Prediction is a task that involves forecasting traffic conditions, such as the volume of vehicles and travel time, in a specific area or along a particular road. This task is important for optimizing transportation systems and reducing traffic congestion.

( Image credit: BaiduTraffic )

Papers

Showing 101150 of 375 papers

TitleStatusHype
Bayesian Graph Convolutional Network for Traffic Prediction0
Estimating time of arrival of vehicle fleets with GCN based traffic prediction0
Lens: A Foundation Model for Network Traffic0
Leveraging Neo4j and deep learning for traffic congestion simulation & optimization0
Learning spatiotemporal features from incomplete data for traffic flow prediction using hybrid deep neural networks0
Automatically Inferring Data Quality for Spatiotemporal Forecasting0
Learning to Recommend Signal Plans under Incidents with Real-Time Traffic Prediction0
User Traffic Prediction for Proactive Resource Management: Learning-Powered Approaches0
Enhancing short-term traffic prediction by integrating trends and fluctuations with attention mechanism0
Enhancing Peak Network Traffic Prediction via Time-Series Decomposition0
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data0
Energy-Efficient Wake-Up Signalling for Machine-Type Devices Based on Traffic-Aware Long-Short Term Memory Prediction0
Energy and Resource Efficiency by User Traffic Prediction and Classification in Cellular Networks0
A Bayesian approach to quantifying uncertainties and improving generalizability in traffic prediction models0
Attention-based Spatial-Temporal Graph Neural ODE for Traffic Prediction0
Enhancing Traffic Prediction with Learnable Filter Module0
Enhancing Traffic Prediction with Textual Data Using Large Language Models0
B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction0
Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach0
A GAN-Based Short-Term Link Traffic Prediction Approach for Urban Road Networks Under a Parallel Learning Framework0
Event-Driven Source Traffic Prediction in Machine-Type Communications Using LSTM Networks0
Bayesian Spatio-Temporal Graph Convolutional Network for Traffic Forecasting0
5G Traffic Prediction with Time Series Analysis0
Efficient Online Hyperparameter Optimization for Kernel Ridge Regression with Applications to Traffic Time Series Prediction0
Efficient Metropolitan Traffic Prediction Based on Graph Recurrent Neural Network0
A Traffic Prediction-Based Individualized Driver Warning System to Reduce Red Light Violations0
A Dynamic Temporal Self-attention Graph Convolutional Network for Traffic Prediction0
Intelligent Traffic Steering in Beyond 5G Open RAN based on LSTM Traffic Prediction0
Interaction-aware Traffic Prediction and Scenario-based Model Predictive Control for Autonomous Vehicles on Highways0
Effective and Efficient Cross-City Traffic Knowledge Transfer: A Privacy-Preserving Perspective0
Edge-Level Explanations for Graph Neural Networks by Extending Explainability Methods for Convolutional Neural Networks0
A Survey of Generative AI for Intelligent Transportation Systems: Road Transportation Perspective0
AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting0
A Deep Learning Approach for Network-wide Dynamic Traffic Prediction during Hurricane Evacuation0
Dynamic Spatio-temporal Graph-based CNNs for Traffic Prediction0
A spatial-temporal short-term traffic flow prediction model based on dynamical-learning graph convolution mechanism0
3D Graph Convolutional Networks with Temporal Graphs: A Spatial Information Free Framework For Traffic Forecasting0
Informed along the road: roadway capacity driven graph convolution network for network-wide traffic prediction0
Knowledge Distillation on Spatial-Temporal Graph Convolutional Network for Traffic Prediction0
DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework0
A Sparse Cross Attention-based Graph Convolution Network with Auxiliary Information Awareness for Traffic Flow Prediction0
Divide-and-Conquer Strategy for Large-Scale Dynamic Bayesian Network Structure Learning0
A Review of Network Traffic Analysis and Prediction Techniques0
DG-STMTL: A Novel Graph Convolutional Network for Multi-Task Spatio-Temporal Traffic Forecasting0
Adaptive Modeling of Uncertainties for Traffic Forecasting0
DetectorNet: Transformer-enhanced Spatial Temporal Graph Neural Network for Traffic Prediction0
Deploying scalable traffic prediction models for efficient management in real-world large transportation networks during hurricane evacuations0
Applications of Artificial Intelligence, Machine Learning and related techniques for Computer Networking Systems0
Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction0
Improved Performance of BitTorrent Traffic Prediction Using Kalman Filter0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STGCNMAE @ 12 step4.45Unverified
2DCRNNMAE @ 12 step3.6Unverified
3ST-UNetMAE @ 12 step3.55Unverified
4Graph WaveNetMAE @ 12 step3.53Unverified
5GWNET-CovMAE @ 12 step3.5Unverified
6DCGCNMAE @ 12 step3.48Unverified
7Finetune from t1-6 checkpointMAE @ 12 step3.47Unverified
8STAWnetMAE @ 12 step3.44Unverified
9ADNMAE @ 12 step3.42Unverified
10STD-MAEMAE @ 12 step3.4Unverified
#ModelMetricClaimedVerifiedStatus
1ASTGCNMAE@1h28.05Unverified
2STGCNMAE@1h25.38Unverified
3STSGCNMAE@1h24.26Unverified
4STGODEMAE@1h22.99Unverified
5STFGNNMAE@1h22.07Unverified
6ADNMAE@1h21.62Unverified
7STWaveMAE@1h19.94Unverified
8PDFormerMAE@1h19.83Unverified
9DDGCRNMAE@1h19.79Unverified
10CorrSTNMAE@1h19.62Unverified
#ModelMetricClaimedVerifiedStatus
1STBayesianRMSE 4.44Unverified
2DCRNNMAE @ 12 step2.07Unverified
3SLCNNMAE @ 12 step2.03Unverified
4Graph Wave-NetMAE @ 12 step1.95Unverified
5GMANMAE @ 12 step1.92Unverified
6GWNET-CovMAE @ 12 step1.91Unverified
7STAEformerMAE @ 12 step1.91Unverified
8STAWnetMAE @ 12 step1.89Unverified
9MegaCRNMAE @ 12 step1.88Unverified
10RGDANMAE @ 12 step1.86Unverified
#ModelMetricClaimedVerifiedStatus
1LightCTSFLOPs(M)70Unverified
2DDGCRNMAE@1h14.4Unverified
3CorrSTNMAE@1h14.27Unverified
4PDG2SeqMAE@1h13.6Unverified
5FasterSTSMAE@1h13.6Unverified
6PDFormerMAE@1h13.58Unverified
7PM-DMNet(P)MAE@1h13.55Unverified
8Cy2MixerMAE@1h13.53Unverified
9STAEformerMAE@1h13.46Unverified
10STWaveMAE@1h13.42Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE19.21Unverified
2STG-NRDE12 steps MAE19.13Unverified
3HAGCN12 steps MAE18.7Unverified
4STWave12 steps MAE18.5Unverified
5FasterSTS12 steps MAE18.49Unverified
6DDGCRN12 steps MAE18.45Unverified
7PM-DMNet(R)12 steps MAE18.37Unverified
8PM-DMNet(P)12 steps MAE18.34Unverified
9PDFormer12 steps MAE18.32Unverified
10PDG2Seq12 steps MAE18.24Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE15.45Unverified
2STG-NRDE12 steps MAE15.32Unverified
3HAGCN12 steps MAE14.85Unverified
4DDGCRN12 steps MAE14.4Unverified
5FasterSTS12 steps MAE13.6Unverified
6PDG2Seq12 steps MAE13.6Unverified
7PDFormer12 steps MAE13.58Unverified
8PM-DMNet(P)12 steps MAE13.55Unverified
9STD-MAE12 steps MAE13.44Unverified
10STWave12 steps MAE13.42Unverified
#ModelMetricClaimedVerifiedStatus
1LightCTSFLOPs(M)147Unverified
2AGCRN12 Steps MAE19.83Unverified
3IDCN12 Steps MAE19.33Unverified
4FasterSTS12 Steps MAE18.49Unverified
5DDGCRN12 Steps MAE18.45Unverified
6PDFormer12 Steps MAE18.32Unverified
7PDG2Seq12 Steps MAE18.24Unverified
8STAEformer12 Steps MAE18.22Unverified
9Cy2Mixer12 Steps MAE18.14Unverified
10DTRformer12 Steps MAE18Unverified
#ModelMetricClaimedVerifiedStatus
1StemGNN1 step MAE6.08Unverified
2DCRNN1 step MAE6.04Unverified
3AGCRN1 step MAE5.99Unverified
4PM-MemNet1 step MAE5.94Unverified
5GWNet1 step MAE5.91Unverified
6MTGNN1 step MAE5.86Unverified
7MegaCRN1 step MAE5.81Unverified
8STD-MAE1 step MAE5.73Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE20.53Unverified
2STG-NRDE12 steps MAE20.45Unverified
3PDFormer12 steps MAE19.83Unverified
4DDGCRN12 steps MAE19.79Unverified
5PM-DMNet(P)12 steps MAE19.35Unverified
6PM-DMNet(R)12 steps MAE19.18Unverified
7STAEformer12 steps MAE19.14Unverified
8STD-MAE12 steps MAE18.31Unverified
#ModelMetricClaimedVerifiedStatus
1STGM12 steps MAE3Unverified
2STG-NCDE12 steps MAE2.68Unverified
3STG-NRDE12 steps MAE2.66Unverified
4PM-DMNet(P)12 steps MAE2.61Unverified
5PM-DMNet(R)12 steps MAE2.6Unverified
6DDGCRN12 steps MAE2.59Unverified
7STD-MAE12 steps MAE2.52Unverified
#ModelMetricClaimedVerifiedStatus
1RPMixerSD MAE25.25Unverified
2STGODESD MAE19.55Unverified
3STWaveSD MAE18.22Unverified
4STIDSD MAE17.86Unverified
5GWNETSD MAE17.74Unverified
6PatchSTGSD MAE16.9Unverified
#ModelMetricClaimedVerifiedStatus
1Graph WaveNet12 steps MAE4.99Unverified
2AGCRN12 steps MAE4.99Unverified
3MTGNN12 steps MAE4.9Unverified
4GMAN12 steps MAE4.8Unverified
5DGCRN12 steps MAE4.79Unverified
6RGDAN12 steps MAE4.68Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE15.57Unverified
2STG-NRDE12 steps MAE15.5Unverified
3STWave12 steps MAE14.93Unverified
4DDGCRN12 steps MAE14.63Unverified
5PDG2Seq12 steps MAE14.62Unverified
6STD-MAE12 steps MAE13.8Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE2.87Unverified
2STG-NRDE12 steps MAE2.85Unverified
3PM-DMNet(P)12 steps MAE2.81Unverified
4DDGCRN12 steps MAE2.79Unverified
5PM-DMNet(R)12 steps MAE2.79Unverified
6STD-MAE12 steps MAE2.64Unverified
#ModelMetricClaimedVerifiedStatus
1SimVP+SVQ (Learnable)MAE @ in14.64Unverified
2STFGNNMAE @ in13.83Unverified
3STSGCNMAE @ in12.72Unverified
4AGCRNMAE @ in12.3Unverified
5ST-SSLMAE @ in11.31Unverified
#ModelMetricClaimedVerifiedStatus
1ADCSDMAE @ in16.99Unverified
2STFGNNMAE @ in16.25Unverified
3STSGCNMAE @ in13.69Unverified
4AGCRNMAE @ in12.13Unverified
5ST-SSLMAE @ in11.99Unverified
#ModelMetricClaimedVerifiedStatus
1T-UNetMAE (60 min)7.04Unverified
2FC-LSTMMAE (60 min)4.16Unverified
3STGCNMAE (60 min)4.02Unverified
43D-TGCNMAE (60 min)3.65Unverified
5ST-UNetMAE (60 min)3.38Unverified
#ModelMetricClaimedVerifiedStatus
1T-GCNMAE @ 15min2.71Unverified
2GRUMAE @ 15min2.68Unverified
3MHAST-GCNMAE @ 15min2.66Unverified
4BSTGCNMAE @ 15min2.65Unverified
5factorized ST-TGCNMAE @ 15min2.02Unverified
#ModelMetricClaimedVerifiedStatus
1STFGNNMAE @ in6.53Unverified
2STSGCNMAE @ in5.81Unverified
3AGCRNMAE @ in5.17Unverified
4ST-SSLMAE @ in4.94Unverified
#ModelMetricClaimedVerifiedStatus
1STFGNNMAE @ in5.8Unverified
2STSGCNMAE @ in5.25Unverified
3AGCRNMAE @ in5.18Unverified
4ST-SSLMAE @ in5.04Unverified
#ModelMetricClaimedVerifiedStatus
1MemDAMAE3.19Unverified
#ModelMetricClaimedVerifiedStatus
1CorrSTNMAE@1h11.2Unverified
#ModelMetricClaimedVerifiedStatus
1CorrSTNMAE@1h17.26Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE19.25Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE20.67Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE22.82Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE20.91Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE22.96Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE26.88Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE15.26Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE16.41Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE18.84Unverified
#ModelMetricClaimedVerifiedStatus
1hybrid Seq2SeqMAPE8.63Unverified