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 1–10 of 375 papers

Title	Date	Tasks	Status
Federated Learning with Graph-Based Aggregation for Traffic Forecasting	Jul 13, 2025	Federated LearningGraph Learning	—Unverified
Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies	Jun 1, 2025	Computational EfficiencyGraph Attention	—Unverified
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction	May 26, 2025	Conformal PredictionMeta-Learning	—Unverified
Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning	May 25, 2025	Federated LearningPrediction	CodeCode Available
PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification	May 19, 2025	DecoderPrediction	CodeCode Available
HQSI: Hybrid Quantum Swarm Intelligence -- A Case Study of Online Certificate Status Protocol Request Flow Prediction	May 7, 2025	Traffic Prediction	—Unverified
Enhancing short-term traffic prediction by integrating trends and fluctuations with attention mechanism	Apr 28, 2025	Traffic Prediction	—Unverified
STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring	Apr 10, 2025	Computational EfficiencyPrediction	—Unverified
DG-STMTL: A Novel Graph Convolutional Network for Multi-Task Spatio-Temporal Traffic Forecasting	Apr 10, 2025	Multi-Task LearningPrediction	—Unverified
DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework	Apr 4, 2025	Computational EfficiencyDenoising	—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