ML Research Wiki / Benchmarks / Traffic Prediction / PeMS04

PeMS04

Traffic Prediction Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: 12 Steps MAE

Top Performing Models

Rank Model Paper 12 Steps MAE Date Code
1 AGCRN 📚 Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting 19.83 2020-07-06 📦 benedekrozemberczki/pytorch_geometric_temporal 📦 LeiBAI/AGCRN 📦 panwangwin/SpatialTemporalNetTrainer-pytorch
2 LightCTS 📚 LightCTS: A Lightweight Framework for Correlated Time Series Forecasting 18.79 2023-02-23 📦 ai4cts/lightcts
3 FasterSTS FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting 18.49 2025-01-01 📦 Salabh2k2/Awesome-Project-Collection
4 PDFormer 📚 PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction 18.32 2023-01-19 📦 BUAABIGSCity/PDFormer
5 STAEformer STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting 18.22 2023-08-21 📦 xdzhelheim/staeformer
6 Cy2Mixer Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks 18.14 2024-01-29 📦 leemingo/cy2mixer
7 DTRformer Dynamic Trend Fusion Module for Traffic Flow Prediction 18.00 2025-01-18 📦 hitplz/dstrformer
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

All Papers (9)

benedekrozemberczki/pytorch_geometric_temporal LeiBAI/AGCRN panwangwin/SpatialTemporalNetTrainer-pytorch
ai4cts/lightcts
Salabh2k2/Awesome-Project-Collection
BUAABIGSCity/PDFormer
xdzhelheim/staeformer
leemingo/cy2mixer
hitplz/dstrformer
jimmy-7664/std-mae