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 201–250 of 375 papers

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

#ModelMetricClaimedVerifiedStatus
1STGCNMAE @ 12 step4.45—Unverified
2DCRNNMAE @ 12 step3.6—Unverified
3ST-UNetMAE @ 12 step3.55—Unverified
4Graph WaveNetMAE @ 12 step3.53—Unverified
5GWNET-CovMAE @ 12 step3.5—Unverified
6DCGCNMAE @ 12 step3.48—Unverified
7Finetune from t1-6 checkpointMAE @ 12 step3.47—Unverified
8STAWnetMAE @ 12 step3.44—Unverified
9ADNMAE @ 12 step3.42—Unverified
10STD-MAEMAE @ 12 step3.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ASTGCNMAE@1h28.05—Unverified
2STGCNMAE@1h25.38—Unverified
3STSGCNMAE@1h24.26—Unverified
4STGODEMAE@1h22.99—Unverified
5STFGNNMAE@1h22.07—Unverified
6ADNMAE@1h21.62—Unverified
7STWaveMAE@1h19.94—Unverified
8PDFormerMAE@1h19.83—Unverified
9DDGCRNMAE@1h19.79—Unverified
10CorrSTNMAE@1h19.62—Unverified
#ModelMetricClaimedVerifiedStatus
1STBayesianRMSE 4.44—Unverified
2DCRNNMAE @ 12 step2.07—Unverified
3SLCNNMAE @ 12 step2.03—Unverified
4Graph Wave-NetMAE @ 12 step1.95—Unverified
5GMANMAE @ 12 step1.92—Unverified
6STAEformerMAE @ 12 step1.91—Unverified
7GWNET-CovMAE @ 12 step1.91—Unverified
8STAWnetMAE @ 12 step1.89—Unverified
9MegaCRNMAE @ 12 step1.88—Unverified
10RGDANMAE @ 12 step1.86—Unverified
#ModelMetricClaimedVerifiedStatus
1LightCTSFLOPs(M)70—Unverified
2DDGCRNMAE@1h14.4—Unverified
3CorrSTNMAE@1h14.27—Unverified
4PDG2SeqMAE@1h13.6—Unverified
5FasterSTSMAE@1h13.6—Unverified
6PDFormerMAE@1h13.58—Unverified
7PM-DMNet(P)MAE@1h13.55—Unverified
8Cy2MixerMAE@1h13.53—Unverified
9STAEformerMAE@1h13.46—Unverified
10STWaveMAE@1h13.42—Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE19.21—Unverified
2STG-NRDE12 steps MAE19.13—Unverified
3HAGCN12 steps MAE18.7—Unverified
4STWave12 steps MAE18.5—Unverified
5FasterSTS12 steps MAE18.49—Unverified
6DDGCRN12 steps MAE18.45—Unverified
7PM-DMNet(R)12 steps MAE18.37—Unverified
8PM-DMNet(P)12 steps MAE18.34—Unverified
9PDFormer12 steps MAE18.32—Unverified
10PDG2Seq12 steps MAE18.24—Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE15.45—Unverified
2STG-NRDE12 steps MAE15.32—Unverified
3HAGCN12 steps MAE14.85—Unverified
4DDGCRN12 steps MAE14.4—Unverified
5PDG2Seq12 steps MAE13.6—Unverified
6FasterSTS12 steps MAE13.6—Unverified
7PDFormer12 steps MAE13.58—Unverified
8PM-DMNet(P)12 steps MAE13.55—Unverified
9STD-MAE12 steps MAE13.44—Unverified
10STWave12 steps MAE13.42—Unverified
#ModelMetricClaimedVerifiedStatus
1LightCTSFLOPs(M)147—Unverified
2AGCRN12 Steps MAE19.83—Unverified
3IDCN12 Steps MAE19.33—Unverified
4FasterSTS12 Steps MAE18.49—Unverified
5DDGCRN12 Steps MAE18.45—Unverified
6PDFormer12 Steps MAE18.32—Unverified
7PDG2Seq12 Steps MAE18.24—Unverified
8STAEformer12 Steps MAE18.22—Unverified
9Cy2Mixer12 Steps MAE18.14—Unverified
10DTRformer12 Steps MAE18—Unverified
#ModelMetricClaimedVerifiedStatus
1StemGNN1 step MAE6.08—Unverified
2DCRNN1 step MAE6.04—Unverified
3AGCRN1 step MAE5.99—Unverified
4PM-MemNet1 step MAE5.94—Unverified
5GWNet1 step MAE5.91—Unverified
6MTGNN1 step MAE5.86—Unverified
7MegaCRN1 step MAE5.81—Unverified
8STD-MAE1 step MAE5.73—Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE20.53—Unverified
2STG-NRDE12 steps MAE20.45—Unverified
3PDFormer12 steps MAE19.83—Unverified
4DDGCRN12 steps MAE19.79—Unverified
5PM-DMNet(P)12 steps MAE19.35—Unverified
6PM-DMNet(R)12 steps MAE19.18—Unverified
7STAEformer12 steps MAE19.14—Unverified
8STD-MAE12 steps MAE18.31—Unverified
#ModelMetricClaimedVerifiedStatus
1STGM12 steps MAE3—Unverified
2STG-NCDE12 steps MAE2.68—Unverified
3STG-NRDE12 steps MAE2.66—Unverified
4PM-DMNet(P)12 steps MAE2.61—Unverified
5PM-DMNet(R)12 steps MAE2.6—Unverified
6DDGCRN12 steps MAE2.59—Unverified
7STD-MAE12 steps MAE2.52—Unverified
#ModelMetricClaimedVerifiedStatus
1RPMixerSD MAE25.25—Unverified
2STGODESD MAE19.55—Unverified
3STWaveSD MAE18.22—Unverified
4STIDSD MAE17.86—Unverified
5GWNETSD MAE17.74—Unverified
6PatchSTGSD MAE16.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph WaveNet12 steps MAE4.99—Unverified
2AGCRN12 steps MAE4.99—Unverified
3MTGNN12 steps MAE4.9—Unverified
4GMAN12 steps MAE4.8—Unverified
5DGCRN12 steps MAE4.79—Unverified
6RGDAN12 steps MAE4.68—Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE15.57—Unverified
2STG-NRDE12 steps MAE15.5—Unverified
3STWave12 steps MAE14.93—Unverified
4DDGCRN12 steps MAE14.63—Unverified
5PDG2Seq12 steps MAE14.62—Unverified
6STD-MAE12 steps MAE13.8—Unverified
#ModelMetricClaimedVerifiedStatus
1STG-NCDE12 steps MAE2.87—Unverified
2STG-NRDE12 steps MAE2.85—Unverified
3PM-DMNet(P)12 steps MAE2.81—Unverified
4DDGCRN12 steps MAE2.79—Unverified
5PM-DMNet(R)12 steps MAE2.79—Unverified
6STD-MAE12 steps MAE2.64—Unverified
#ModelMetricClaimedVerifiedStatus
1SimVP+SVQ (Learnable)MAE @ in14.64—Unverified
2STFGNNMAE @ in13.83—Unverified
3STSGCNMAE @ in12.72—Unverified
4AGCRNMAE @ in12.3—Unverified
5ST-SSLMAE @ in11.31—Unverified
#ModelMetricClaimedVerifiedStatus
1ADCSDMAE @ in16.99—Unverified
2STFGNNMAE @ in16.25—Unverified
3STSGCNMAE @ in13.69—Unverified
4AGCRNMAE @ in12.13—Unverified
5ST-SSLMAE @ in11.99—Unverified
#ModelMetricClaimedVerifiedStatus
1T-UNetMAE (60 min)7.04—Unverified
2FC-LSTMMAE (60 min)4.16—Unverified
3STGCNMAE (60 min)4.02—Unverified
43D-TGCNMAE (60 min)3.65—Unverified
5ST-UNetMAE (60 min)3.38—Unverified
#ModelMetricClaimedVerifiedStatus
1T-GCNMAE @ 15min2.71—Unverified
2GRUMAE @ 15min2.68—Unverified
3MHAST-GCNMAE @ 15min2.66—Unverified
4BSTGCNMAE @ 15min2.65—Unverified
5factorized ST-TGCNMAE @ 15min2.02—Unverified
#ModelMetricClaimedVerifiedStatus
1STFGNNMAE @ in6.53—Unverified
2STSGCNMAE @ in5.81—Unverified
3AGCRNMAE @ in5.17—Unverified
4ST-SSLMAE @ in4.94—Unverified
#ModelMetricClaimedVerifiedStatus
1STFGNNMAE @ in5.8—Unverified
2STSGCNMAE @ in5.25—Unverified
3AGCRNMAE @ in5.18—Unverified
4ST-SSLMAE @ in5.04—Unverified
#ModelMetricClaimedVerifiedStatus
1MemDAMAE3.19—Unverified
#ModelMetricClaimedVerifiedStatus
1CorrSTNMAE@1h11.2—Unverified
#ModelMetricClaimedVerifiedStatus
1CorrSTNMAE@1h17.26—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE19.25—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE20.67—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE22.82—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE20.91—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE22.96—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE26.88—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE15.26—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE16.41—Unverified
#ModelMetricClaimedVerifiedStatus
1DASTNetMAE18.84—Unverified
#ModelMetricClaimedVerifiedStatus
1hybrid Seq2SeqMAPE8.63—Unverified