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

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Showing 131–140 of 375 papers

Title	Date	Tasks	Status
Heterogeneous Graph Sequence Neural Networks for Dynamic Traffic Assignment	Aug 7, 2024	DecoderTraffic Prediction	—Unverified
Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model	Sep 8, 2022	DiversityNode Clustering	—Unverified
Effective and Efficient Cross-City Traffic Knowledge Transfer: A Privacy-Preserving Perspective	Mar 15, 2025	Federated LearningImputation	—Unverified
Edge-Level Explanations for Graph Neural Networks by Extending Explainability Methods for Convolutional Neural Networks	Nov 1, 2021	Molecular Property PredictionProperty Prediction	—Unverified
A Survey of Generative AI for Intelligent Transportation Systems: Road Transportation Perspective	Dec 13, 2023	Decision MakingImage Generation	—Unverified
AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting	Nov 22, 2020	AttributeTraffic Prediction	—Unverified
A Deep Learning Approach for Network-wide Dynamic Traffic Prediction during Hurricane Evacuation	Feb 25, 2022	ManagementTraffic Prediction	—Unverified
Dynamic Spatio-temporal Graph-based CNNs for Traffic Prediction	Dec 5, 2018	PredictionTraffic Prediction	—Unverified
A spatial-temporal short-term traffic flow prediction model based on dynamical-learning graph convolution mechanism	May 10, 2022	ManagementPrediction	—Unverified
3D Graph Convolutional Networks with Temporal Graphs: A Spatial Information Free Framework For Traffic Forecasting	Mar 3, 2019	4D Spatio Temporal Semantic SegmentationTime Series	—Unverified

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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