ML Research Wiki / Benchmarks / Traffic Prediction / PeMSD4

PeMSD4

Traffic Prediction Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: 12 steps MAE

Top Performing Models

Rank Model Paper 12 steps MAE Date Code
1 STG-NCDE Graph Neural Controlled Differential Equations for Traffic Forecasting 19.21 2021-12-07 📦 jeongwhanchoi/STG-NCDE
2 STG-NRDE Graph Neural Rough Differential Equations for Traffic Forecasting 19.13 2023-03-20 📦 jeongwhanchoi/STG-NCDE 📦 jeongwhanchoi/stg-nrde
3 HAGCN HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting 18.70 2022-09-05 -
4 FasterSTS FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting 18.49 2025-01-01 📦 Salabh2k2/Awesome-Project-Collection
5 PM-DMNet(R) Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 18.37 2024-08-12 📦 wengwenchao123/PM-DMNet
6 PM-DMNet(P) Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 18.34 2024-08-12 📦 wengwenchao123/PM-DMNet
7 PDFormer PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction 18.32 2023-01-19 📦 BUAABIGSCity/PDFormer
8 HTVGNN A novel hybrid time-varying graph neural network for traffic flow forecasting 17.99 2024-01-17 -
9 STD-MAE 📚 Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting 17.80 2023-12-01 📦 jimmy-7664/std-mae
10 Hierarchical-Attention-LSTM (HierAttnLSTM) Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM) 9.17 2022-01-15 📦 TeRyZh/Network-Level-Travel-Prediction-Hierarchical-Attention-LSTM

All Papers (10)

jeongwhanchoi/STG-NCDE
jeongwhanchoi/STG-NCDE jeongwhanchoi/stg-nrde
Salabh2k2/Awesome-Project-Collection
wengwenchao123/PM-DMNet
wengwenchao123/PM-DMNet
BUAABIGSCity/PDFormer
jimmy-7664/std-mae
TeRyZh/Network-Level-Travel-Prediction-Hierarchical-Attention-LSTM