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 201250 of 375 papers

TitleStatusHype
Travel Speed Prediction with a Hierarchical Convolutional Neural Network and Long Short-Term Memory Model Framework0
Uncertainty Intervals for Graph-based Spatio-Temporal Traffic Prediction0
Unveiling the Power of Noise Priors: Enhancing Diffusion Models for Mobile Traffic Prediction0
Using Causality for Enhanced Prediction of Web Traffic Time Series0
Using support vector regression and K-nearest neighbors for short-term traffic flow prediction based on maximal information coefficient0
Virtual Nodes Improve Long-term Traffic Prediction0
VLUC: An Empirical Benchmark for Video-Like Urban Computing on Citywide Crowd and Traffic Prediction0
Wavelet‐attention‐based traffic prediction for smart cities0
Wavelet-Based Hybrid Machine Learning Model for Out-of-distribution Internet Traffic Prediction0
Wireless Traffic Prediction with Scalable Gaussian Process: Framework, Algorithms, and Verification0
10,000+ Times Accelerated Robust Subset Selection (ARSS)0
xMTrans: Temporal Attentive Cross-Modality Fusion Transformer for Long-Term Traffic Prediction0
Understanding Urban Dynamics via Context-aware Tensor Factorization with Neighboring Regularization0
Revisiting Flow Information for Traffic Prediction0
Cellular Traffic Prediction and Classification: a comparative evaluation of LSTM and ARIMA0
User Traffic Prediction for Proactive Resource Management: Learning-Powered Approaches0
Building Transportation Foundation Model via Generative Graph Transformer0
IBB Traffic Graph Data: Benchmarking and Road Traffic Prediction Model0
Spatio-Temporal Partial Sensing Forecast for Long-term Traffic0
Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction0
3D Graph Convolutional Networks with Temporal Graphs: A Spatial Information Free Framework For Traffic Forecasting0
5G Traffic Prediction with Time Series Analysis0
A Bayesian approach to quantifying uncertainties and improving generalizability in traffic prediction models0
Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions0
Adaptive Modeling of Uncertainties for Traffic Forecasting0
A Deep Learning Approach for Network-wide Dynamic Traffic Prediction during Hurricane Evacuation0
A Dynamic Temporal Self-attention Graph Convolutional Network for Traffic Prediction0
A GAN-Based Short-Term Link Traffic Prediction Approach for Urban Road Networks Under a Parallel Learning Framework0
A Graph Signal Processing Approach For Real-Time Traffic Prediction In Transportation Networks0
A Learning-Based Fast Uplink Grant for Massive IoT via Support Vector Machines and Long Short-Term Memory0
An Adaptive Framework for Generalizing Network Traffic Prediction towards Uncertain Environments0
Analysis of different temporal graph neural network configurations on dynamic graphs0
An Effective Dynamic Spatio-temporal Framework with Multi-Source Information for Traffic Prediction0
An Empirical Study on Internet Traffic Prediction Using Statistical Rolling Model0
A novel hybrid time-varying graph neural network for traffic flow forecasting0
A Novel Method for Analyzing Weather Effect on Smart City Traffic0
Application of Bounded Total Variation Denoising in Urban Traffic Analysis0
Applications of Artificial Intelligence, Machine Learning and related techniques for Computer Networking Systems0
A Review of Network Traffic Analysis and Prediction Techniques0
A Sparse Cross Attention-based Graph Convolution Network with Auxiliary Information Awareness for Traffic Flow Prediction0
A spatial-temporal short-term traffic flow prediction model based on dynamical-learning graph convolution mechanism0
AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting0
A Survey of Generative AI for Intelligent Transportation Systems: Road Transportation Perspective0
A Traffic Prediction-Based Individualized Driver Warning System to Reduce Red Light Violations0
Attention-based Spatial-Temporal Graph Neural ODE for Traffic Prediction0
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data0
Automatically Inferring Data Quality for Spatiotemporal Forecasting0
B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction0
Bayesian Graph Convolutional Network for Traffic Prediction0
Bayesian Spatio-Temporal Graph Convolutional Network for Traffic Forecasting0
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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