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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 375 papers

Title	Date	Tasks	Status	Score
A novel stacking framework based on hybrid of gradient boosting-adaptive boosting-multilayer perceptron for crash injury severity prediction and analysis	Dec 17, 2021	Crash injury severityEnsemble Learning	CodeCode Available	5
Deep Sequence Learning with Auxiliary Information for Traffic Prediction	Jun 13, 2018	DecoderPrediction	CodeCode Available	5
QTIP: Quick simulation-based adaptation of Traffic model per Incident Parameters	Mar 9, 2020	PredictionTraffic Prediction	CodeCode Available	5
Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction	Feb 23, 2018	image-classificationImage Classification	CodeCode Available	5
Predicting crash injury severity in smart cities: a novel computational approach with wide and deep learning model	Mar 4, 2023	ClassificationCrash injury severity	CodeCode Available	5
Predicting traffic crash severity using hybrid of balanced bagging classification and light gradient boosting machine	Jan 1, 2023	Feature ImportanceHybrid Machine Learning	CodeCode Available	5
PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification	May 19, 2025	DecoderPrediction	CodeCode Available	5
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs	Apr 27, 2021	Multivariate Time Series ForecastingPrediction	CodeCode Available	5
Repeat-Aware Neighbor Sampling for Dynamic Graph Learning	May 24, 2024	Graph LearningLink Prediction	CodeCode Available	5
Completion and Augmentation based Spatiotemporal Deep Learning Approach for Short-Term Metro Origin-Destination Matrix Prediction under Limited Observable Data	Aug 9, 2021	ManagementPrediction	CodeCode Available	5
Conditional Temporal Neural Processes with Covariance Loss	Jun 22, 2021	Time Series ForecastingTraffic Prediction	CodeCode Available	5
Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction	Oct 3, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
GMAN: A Graph Multi-Attention Network for Traffic Prediction	Nov 11, 2019	DecoderImage Dehazing	CodeCode Available	5
DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting	Aug 5, 2024	PositionSparse Learning	CodeCode Available	5
Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning	May 25, 2025	Federated LearningPrediction	CodeCode Available	5
MHGNet: Multi-Heterogeneous Graph Neural Network for Traffic Prediction	Jan 7, 2025	Graph Neural NetworkTraffic Prediction	CodeCode Available	5
A Comparative Study on Machine Learning-based Approaches for Improving Traffic Accident Severity Prediction	Nov 2, 2021	ClassificationCrash injury severity	CodeCode Available	5
FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs	Apr 2, 2025	Knowledge DistillationPrediction	CodeCode Available	5
Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation	Jul 17, 2024	Federated LearningPrediction	CodeCode Available	5
Air Traffic Management Using a GPU-Accelerated Genetic Algorithm	Jun 17, 2023	GPUManagement	CodeCode Available	5
Large scale traffic forecasting with gradient boosting, Traffic4cast 2022 challenge	Oct 31, 2022	Traffic Prediction	CodeCode Available	5
Graph Pruning Based Spatial and Temporal Graph Convolutional Network with Transfer Learning for Traffic Prediction	Sep 25, 2024	Traffic PredictionTransfer Learning	CodeCode Available	5
Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting	Jul 4, 2021	DecoderTraffic Prediction	CodeCode Available	5
Bilinear Spatiotemporal Fusion Network: An efficient approach for traffic flow prediction	Apr 1, 2025	Spatio-Temporal ForecastingTime Series	CodeCode Available	5
A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems	Jan 3, 2022	ClusteringGraph Neural Network	CodeCode Available	5

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All datasets METR-LA PeMS07 PEMS-BAY PeMS08 PeMSD4 PeMSD8 PeMS04 EXPY-TKY PeMSD7 PeMSD7(M)LargeST NE-BJ

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	STGCN	MAE @ 12 step	4.45	—	Unverified
2	DCRNN	MAE @ 12 step	3.6	—	Unverified
3	ST-UNet	MAE @ 12 step	3.55	—	Unverified
4	Graph WaveNet	MAE @ 12 step	3.53	—	Unverified
5	GWNET-Cov	MAE @ 12 step	3.5	—	Unverified
6	DCGCN	MAE @ 12 step	3.48	—	Unverified
7	Finetune from t1-6 checkpoint	MAE @ 12 step	3.47	—	Unverified
8	STAWnet	MAE @ 12 step	3.44	—	Unverified
9	ADN	MAE @ 12 step	3.42	—	Unverified
10	STD-MAE	MAE @ 12 step	3.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ASTGCN	MAE@1h	28.05	—	Unverified
2	STGCN	MAE@1h	25.38	—	Unverified
3	STSGCN	MAE@1h	24.26	—	Unverified
4	STGODE	MAE@1h	22.99	—	Unverified
5	STFGNN	MAE@1h	22.07	—	Unverified
6	ADN	MAE@1h	21.62	—	Unverified
7	STWave	MAE@1h	19.94	—	Unverified
8	PDFormer	MAE@1h	19.83	—	Unverified
9	DDGCRN	MAE@1h	19.79	—	Unverified
10	CorrSTN	MAE@1h	19.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STBayesian	RMSE	4.44	—	Unverified
2	DCRNN	MAE @ 12 step	2.07	—	Unverified
3	SLCNN	MAE @ 12 step	2.03	—	Unverified
4	Graph Wave-Net	MAE @ 12 step	1.95	—	Unverified
5	GMAN	MAE @ 12 step	1.92	—	Unverified
6	STAEformer	MAE @ 12 step	1.91	—	Unverified
7	GWNET-Cov	MAE @ 12 step	1.91	—	Unverified
8	STAWnet	MAE @ 12 step	1.89	—	Unverified
9	MegaCRN	MAE @ 12 step	1.88	—	Unverified
10	RGDAN	MAE @ 12 step	1.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LightCTS	FLOPs(M)	70	—	Unverified
2	DDGCRN	MAE@1h	14.4	—	Unverified
3	CorrSTN	MAE@1h	14.27	—	Unverified
4	PDG2Seq	MAE@1h	13.6	—	Unverified
5	FasterSTS	MAE@1h	13.6	—	Unverified
6	PDFormer	MAE@1h	13.58	—	Unverified
7	PM-DMNet(P)	MAE@1h	13.55	—	Unverified
8	Cy2Mixer	MAE@1h	13.53	—	Unverified
9	STAEformer	MAE@1h	13.46	—	Unverified
10	STWave	MAE@1h	13.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STG-NCDE	12 steps MAE	19.21	—	Unverified
2	STG-NRDE	12 steps MAE	19.13	—	Unverified
3	HAGCN	12 steps MAE	18.7	—	Unverified
4	STWave	12 steps MAE	18.5	—	Unverified
5	FasterSTS	12 steps MAE	18.49	—	Unverified
6	DDGCRN	12 steps MAE	18.45	—	Unverified
7	PM-DMNet(R)	12 steps MAE	18.37	—	Unverified
8	PM-DMNet(P)	12 steps MAE	18.34	—	Unverified
9	PDFormer	12 steps MAE	18.32	—	Unverified
10	PDG2Seq	12 steps MAE	18.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STG-NCDE	12 steps MAE	15.45	—	Unverified
2	STG-NRDE	12 steps MAE	15.32	—	Unverified
3	HAGCN	12 steps MAE	14.85	—	Unverified
4	DDGCRN	12 steps MAE	14.4	—	Unverified
5	PDG2Seq	12 steps MAE	13.6	—	Unverified
6	FasterSTS	12 steps MAE	13.6	—	Unverified
7	PDFormer	12 steps MAE	13.58	—	Unverified
8	PM-DMNet(P)	12 steps MAE	13.55	—	Unverified
9	STD-MAE	12 steps MAE	13.44	—	Unverified
10	STWave	12 steps MAE	13.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LightCTS	FLOPs(M)	147	—	Unverified
2	AGCRN	12 Steps MAE	19.83	—	Unverified
3	IDCN	12 Steps MAE	19.33	—	Unverified
4	FasterSTS	12 Steps MAE	18.49	—	Unverified
5	DDGCRN	12 Steps MAE	18.45	—	Unverified
6	PDFormer	12 Steps MAE	18.32	—	Unverified
7	PDG2Seq	12 Steps MAE	18.24	—	Unverified
8	STAEformer	12 Steps MAE	18.22	—	Unverified
9	Cy2Mixer	12 Steps MAE	18.14	—	Unverified
10	DTRformer	12 Steps MAE	18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	StemGNN	1 step MAE	6.08	—	Unverified
2	DCRNN	1 step MAE	6.04	—	Unverified
3	AGCRN	1 step MAE	5.99	—	Unverified
4	PM-MemNet	1 step MAE	5.94	—	Unverified
5	GWNet	1 step MAE	5.91	—	Unverified
6	MTGNN	1 step MAE	5.86	—	Unverified
7	MegaCRN	1 step MAE	5.81	—	Unverified
8	STD-MAE	1 step MAE	5.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STG-NCDE	12 steps MAE	20.53	—	Unverified
2	STG-NRDE	12 steps MAE	20.45	—	Unverified
3	PDFormer	12 steps MAE	19.83	—	Unverified
4	DDGCRN	12 steps MAE	19.79	—	Unverified
5	PM-DMNet(P)	12 steps MAE	19.35	—	Unverified
6	PM-DMNet(R)	12 steps MAE	19.18	—	Unverified
7	STAEformer	12 steps MAE	19.14	—	Unverified
8	STD-MAE	12 steps MAE	18.31	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STGM	12 steps MAE	3	—	Unverified
2	STG-NCDE	12 steps MAE	2.68	—	Unverified
3	STG-NRDE	12 steps MAE	2.66	—	Unverified
4	PM-DMNet(P)	12 steps MAE	2.61	—	Unverified
5	PM-DMNet(R)	12 steps MAE	2.6	—	Unverified
6	DDGCRN	12 steps MAE	2.59	—	Unverified
7	STD-MAE	12 steps MAE	2.52	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RPMixer	SD MAE	25.25	—	Unverified
2	STGODE	SD MAE	19.55	—	Unverified
3	STWave	SD MAE	18.22	—	Unverified
4	STID	SD MAE	17.86	—	Unverified
5	GWNET	SD MAE	17.74	—	Unverified
6	PatchSTG	SD MAE	16.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Graph WaveNet	12 steps MAE	4.99	—	Unverified
2	AGCRN	12 steps MAE	4.99	—	Unverified
3	MTGNN	12 steps MAE	4.9	—	Unverified
4	GMAN	12 steps MAE	4.8	—	Unverified
5	DGCRN	12 steps MAE	4.79	—	Unverified
6	RGDAN	12 steps MAE	4.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STG-NCDE	12 steps MAE	15.57	—	Unverified
2	STG-NRDE	12 steps MAE	15.5	—	Unverified
3	STWave	12 steps MAE	14.93	—	Unverified
4	DDGCRN	12 steps MAE	14.63	—	Unverified
5	PDG2Seq	12 steps MAE	14.62	—	Unverified
6	STD-MAE	12 steps MAE	13.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STG-NCDE	12 steps MAE	2.87	—	Unverified
2	STG-NRDE	12 steps MAE	2.85	—	Unverified
3	PM-DMNet(P)	12 steps MAE	2.81	—	Unverified
4	DDGCRN	12 steps MAE	2.79	—	Unverified
5	PM-DMNet(R)	12 steps MAE	2.79	—	Unverified
6	STD-MAE	12 steps MAE	2.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SimVP+SVQ (Learnable)	MAE @ in	14.64	—	Unverified
2	STFGNN	MAE @ in	13.83	—	Unverified
3	STSGCN	MAE @ in	12.72	—	Unverified
4	AGCRN	MAE @ in	12.3	—	Unverified
5	ST-SSL	MAE @ in	11.31	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ADCSD	MAE @ in	16.99	—	Unverified
2	STFGNN	MAE @ in	16.25	—	Unverified
3	STSGCN	MAE @ in	13.69	—	Unverified
4	AGCRN	MAE @ in	12.13	—	Unverified
5	ST-SSL	MAE @ in	11.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	T-UNet	MAE (60 min)	7.04	—	Unverified
2	FC-LSTM	MAE (60 min)	4.16	—	Unverified
3	STGCN	MAE (60 min)	4.02	—	Unverified
4	3D-TGCN	MAE (60 min)	3.65	—	Unverified
5	ST-UNet	MAE (60 min)	3.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	T-GCN	MAE @ 15min	2.71	—	Unverified
2	GRU	MAE @ 15min	2.68	—	Unverified
3	MHAST-GCN	MAE @ 15min	2.66	—	Unverified
4	BSTGCN	MAE @ 15min	2.65	—	Unverified
5	factorized ST-TGCN	MAE @ 15min	2.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STFGNN	MAE @ in	6.53	—	Unverified
2	STSGCN	MAE @ in	5.81	—	Unverified
3	AGCRN	MAE @ in	5.17	—	Unverified
4	ST-SSL	MAE @ in	4.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STFGNN	MAE @ in	5.8	—	Unverified
2	STSGCN	MAE @ in	5.25	—	Unverified
3	AGCRN	MAE @ in	5.18	—	Unverified
4	ST-SSL	MAE @ in	5.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MemDA	MAE	3.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CorrSTN	MAE@1h	11.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CorrSTN	MAE@1h	17.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	19.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	20.67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	22.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	20.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	22.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	26.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	15.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	16.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DASTNet	MAE	18.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hybrid Seq2Seq	MAPE	8.63	—	Unverified