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	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