ML Research Wiki / Benchmarks / Traffic Prediction / EXPY-TKY

EXPY-TKY

Traffic Prediction Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: 1 step MAE

Top Performing Models

Rank Model Paper 1 step MAE Date Code
1 StemGNN Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting 6.08 2021-03-13 📦 WenjieDu/PyPOTS 📦 microsoft/StemGNN 📦 abdulmajid-murad/deep_probabilistic_forecast
2 DCRNN Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting 6.04 2017-07-06 📦 dmlc/dgl 📦 benedekrozemberczki/pytorch_geometric_temporal 📦 liyaguang/DCRNN
3 AGCRN Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting 5.99 2020-07-06 📦 benedekrozemberczki/pytorch_geometric_temporal 📦 LeiBAI/AGCRN 📦 panwangwin/SpatialTemporalNetTrainer-pytorch
4 PM-MemNet Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting 5.94 2021-10-20 📦 hyunwookl/pm-memnet
5 GWNet Graph WaveNet for Deep Spatial-Temporal Graph Modeling 5.91 2019-05-31 📦 nnzhan/Graph-WaveNet 📦 sshleifer/Graph-WaveNet 📦 zachysun/taxi_traffic_benchmark
6 MTGNN Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks 5.86 2020-05-24 📦 benedekrozemberczki/pytorch_geometric_temporal 📦 nnzhan/MTGNN 📦 pwc-1/Paper-9
7 MegaCRN Spatio-Temporal Meta-Graph Learning for Traffic Forecasting 5.81 2022-11-27 📦 deepkashiwa20/megacrn
8 STD-MAE 📚 Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting 5.73 2023-12-01 📦 jimmy-7664/std-mae

All Papers (8)

WenjieDu/PyPOTS microsoft/StemGNN abdulmajid-murad/deep_probabilistic_forecast
dmlc/dgl benedekrozemberczki/pytorch_geometric_temporal
benedekrozemberczki/pytorch_geometric_temporal LeiBAI/AGCRN panwangwin/SpatialTemporalNetTrainer-pytorch
hyunwookl/pm-memnet
nnzhan/Graph-WaveNet sshleifer/Graph-WaveNet
benedekrozemberczki/pytorch_geometric_temporal nnzhan/MTGNN pwc-1/Paper-9
deepkashiwa20/megacrn
jimmy-7664/std-mae