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 176–200 of 375 papers

Title	Date	Tasks	Status
RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data	Feb 16, 2024	AllDiversity	—Unverified
Lens: A Foundation Model for Network Traffic	Feb 6, 2024	Decodermodel	—Unverified
Efficient and Interpretable Traffic Destination Prediction using Explainable Boosting Machines	Feb 5, 2024	Autonomous DrivingFeature Importance	CodeCode Available
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks	Jan 29, 2024	Spatio-Temporal ForecastingTime Series Prediction	CodeCode Available
Hybrid Transformer and Spatial-Temporal Self-Supervised Learning for Long-term Traffic Prediction	Jan 29, 2024	Data AugmentationSelf-Supervised Learning	—Unverified
Knowledge Distillation on Spatial-Temporal Graph Convolutional Network for Traffic Prediction	Jan 22, 2024	Graph Neural NetworkKnowledge Distillation	—Unverified
A novel hybrid time-varying graph neural network for traffic flow forecasting	Jan 17, 2024	Graph LearningGraph Neural Network	—Unverified
Open RAN LSTM Traffic Prediction and Slice Management using Deep Reinforcement Learning	Jan 12, 2024	Autonomous DrivingDecision Making	—Unverified
Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction	Jan 7, 2024	Graph Neural NetworkPrediction	—Unverified
Predicting the Skies: A Novel Model for Flight-Level Passenger Traffic Forecasting	Jan 7, 2024	Data AugmentationDiversity	—Unverified
TelTrans: Applying Multi-Type Telecom Data to Transportation Evaluation and Prediction via Multifaceted Graph Modeling	Jan 6, 2024	Graph Neural NetworkPrediction	—Unverified
Enhancing Traffic Flow Prediction using Outlier-Weighted AutoEncoders: Handling Real-Time Changes	Dec 27, 2023	ManagementOutlier Detection	CodeCode Available
Dynamic Frequency Domain Graph Convolutional Network for Traffic Forecasting	Dec 19, 2023	Graph LearningTraffic Prediction	CodeCode Available
A Sparse Cross Attention-based Graph Convolution Network with Auxiliary Information Awareness for Traffic Flow Prediction	Dec 14, 2023	AttributeDecoder	—Unverified
A Survey of Generative AI for Intelligent Transportation Systems: Road Transportation Perspective	Dec 13, 2023	Decision MakingImage Generation	—Unverified
SPD-DDPM: Denoising Diffusion Probabilistic Models in the Symmetric Positive Definite Space	Dec 13, 2023	DenoisingTraffic Prediction	CodeCode Available
Regional Correlation Aided Mobile Traffic Prediction with Spatiotemporal Deep Learning	Dec 11, 2023	Deep LearningManagement	—Unverified
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting	Dec 5, 2023	Graph LearningGraph structure learning	—Unverified
Divide-and-Conquer Strategy for Large-Scale Dynamic Bayesian Network Structure Learning	Dec 4, 2023	Computational EfficiencyTraffic Prediction	—Unverified
An Adaptive Framework for Generalizing Network Traffic Prediction towards Uncertain Environments	Nov 30, 2023	PredictionTime Series	—Unverified
Estimating time of arrival of vehicle fleets with GCN based traffic prediction	Nov 21, 2023	ManagementPosition	—Unverified
Network Wide Evacuation Traffic Prediction in a Rapidly Intensifying Hurricane from Traffic Detectors and Facebook Movement Data: A Deep Learning Approach	Nov 16, 2023	PredictionTraffic Prediction	—Unverified
Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction	Nov 15, 2023	Graph LearningPrediction	—Unverified
STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction	Oct 31, 2023	Domain AdaptationFew-Shot Learning	—Unverified
Improving Traffic Density Forecasting in Intelligent Transportation Systems Using Gated Graph Neural Networks	Oct 26, 2023	Traffic Prediction	—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