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
Energy-Efficient Wake-Up Signalling for Machine-Type Devices Based on Traffic-Aware Long-Short Term Memory Prediction0
Enhancing Peak Network Traffic Prediction via Time-Series Decomposition0
Enhancing short-term traffic prediction by integrating trends and fluctuations with attention mechanism0
Enhancing Traffic Prediction with Learnable Filter Module0
Enhancing Traffic Prediction with Textual Data Using Large Language Models0
Estimating time of arrival of vehicle fleets with GCN based traffic prediction0
Event-Driven Source Traffic Prediction in Machine-Type Communications Using LSTM Networks0
Federated Contrastive Learning of Graph-Level Representations0
Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation0
Federated Learning with Graph-Based Aggregation for Traffic Forecasting0
FLEXIBLE: Forecasting Cellular Traffic by Leveraging Explicit Inductive Graph-Based Learning0
Forecasting Mobile Traffic with Spatiotemporal correlation using Deep Regression0
Forecasting Wireless Demand with Extreme Values using Feature Embedding in Gaussian Processes0
From Twitter to Traffic Predictor: Next-Day Morning Traffic Prediction Using Social Media Data0
FRTP: Federating Route Search Records to Enhance Long-term Traffic Prediction0
GC-GRU-N for Traffic Prediction using Loop Detector Data0
Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction0
Global Spatio-Temporal Fusion-based Traffic Prediction Algorithm with Anomaly Aware0
Graph Convolution Networks for Probabilistic Modeling of Driving Acceleration0
Graph Neural Networks for Modelling Traffic Participant Interaction0
GridTuner: Reinvestigate Grid Size Selection for Spatiotemporal Prediction Models [Technical Report]0
GT-CausIn: a novel causal-based insight for traffic prediction0
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting0
Heterogeneous Graph Sequence Neural Networks for Dynamic Traffic Assignment0
Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model0
Highly Dynamic and Flexible Spatio-Temporal Spectrum Management with AI-Driven O-RAN: A Multi-Granularity Marketplace Framework0
HQSI: Hybrid Quantum Swarm Intelligence -- A Case Study of Online Certificate Status Protocol Request Flow Prediction0
Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data0
Hybrid Transformer and Spatial-Temporal Self-Supervised Learning for Long-term Traffic Prediction0
IGANI: Iterative Generative Adversarial Networks for Imputation with Application to Traffic Data0
Improved Performance of BitTorrent Traffic Prediction Using Kalman Filter0
Improving Traffic Density Forecasting in Intelligent Transportation Systems Using Gated Graph Neural Networks0
Incorporating Long-term Data in Training Short-term Traffic Prediction Model0
Revisiting Random Forests in a Comparative Evaluation of Graph Convolutional Neural Network Variants for Traffic Prediction0
Revisiting the Modifiable Areal Unit Problem in Deep Traffic Prediction with Visual Analytics0
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting0
Self-Refined Generative Foundation Models for Wireless Traffic Prediction0
Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction0
Short Duration Traffic Flow Prediction Using Kalman Filtering0
Short-term Road Traffic Prediction based on Deep Cluster at Large-scale Networks0
Short-term traffic prediction using physics-aware neural networks0
Short-term Traffic Prediction with Deep Neural Networks: A Survey0
Integrating spoken instructions into flight trajectory prediction to optimize automation in air traffic control0
Smart Journey in Istanbul: A Mobile Application in Smart Cities for Traffic Estimation by Harnessing Time Series0
Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting0
Spatially Focused Attack against Spatiotemporal Graph Neural Networks0
Spatial-Temporal Dynamic Graph Attention Networks for Ride-hailing Demand Prediction0
Spatial-Temporal Feature Extraction and Evaluation Network for Citywide Traffic Condition Prediction0
Spatial-Temporal Tensor Graph Convolutional Network for Traffic Prediction0
Spatio-Temporal Deep Graph Infomax0
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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
6STAEformerMAE @ 12 step1.91Unverified
7GWNET-CovMAE @ 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
5PDG2Seq12 steps MAE13.6Unverified
6FasterSTS12 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