ML Research Wiki / Benchmarks / Traffic Prediction / PeMS08

PeMS08

Traffic Prediction Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: MAE@1h

Top Performing Models

Rank Model Paper MAE@1h Date Code
1 LightCTS LightCTS: A Lightweight Framework for Correlated Time Series Forecasting 14.63 2023-02-23 📦 ai4cts/lightcts
2 CorrSTN A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting 14.27 2022-05-20 📦 drownfish19/corrstn 📦 bjtu-ccd-lab/corrstn
3 FasterSTS FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting 13.60 2025-01-01 📦 Salabh2k2/Awesome-Project-Collection
4 PDFormer PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction 13.58 2023-01-19 📦 BUAABIGSCity/PDFormer
5 PM-DMNet(P) Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 13.55 2024-08-12 📦 wengwenchao123/PM-DMNet
6 Cy2Mixer Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks 13.53 2024-01-29 📦 leemingo/cy2mixer
7 STAEformer STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting 13.46 2023-08-21 📦 xdzhelheim/staeformer
8 PM-DMNet(R) Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 13.40 2024-08-12 📦 wengwenchao123/PM-DMNet
9 HTVGNN A novel hybrid time-varying graph neural network for traffic flow forecasting 13.24 2024-01-17 -
10 DTRformer Dynamic Trend Fusion Module for Traffic Flow Prediction 13.17 2025-01-18 📦 hitplz/dstrformer

All Papers (10)

ai4cts/lightcts
drownfish19/corrstn bjtu-ccd-lab/corrstn
Salabh2k2/Awesome-Project-Collection
BUAABIGSCity/PDFormer
wengwenchao123/PM-DMNet
leemingo/cy2mixer
xdzhelheim/staeformer
wengwenchao123/PM-DMNet
hitplz/dstrformer