PeMS07

Overview edit

Variants: PeMS07

Associated Benchmarks

This dataset is used in 1 benchmark:

• Traffic Prediction - Metrics: MAE@1h

Recent Benchmark Submissions

Research Papers

Recent papers with results on this dataset:

• Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction (2024) -
• Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks (2024) -
• Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting (2024) -
• Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting (2023) -
• STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting (2023) -
• PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction (2023) -
• A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting (2022) -
• Structured Time Series Prediction without Structural Prior (2022) -
• Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting (2021) -
• Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting (2020) -
• Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting (2017) -