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Models/PDFormer

PDFormer

Reported on 6 benchmarks across 1 task · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series6 results

Traffic PredictiononPeMSD7
12 steps MAE· 2023-01-19
19.832
best: 18.31 (STD-MAE)
SOTA
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction arXiv:2301.07945
Traffic PredictiononPeMS08
MAE@1h· 2023-01-19
13.58
best: 13.17 (DTRformer)
SOTA
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction arXiv:2301.07945
Traffic PredictiononPeMS04
12 Steps MAE· uses extra data· 2023-01-19
18.32
best: 17.8 (STD-MAE)
SOTA
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction arXiv:2301.07945
Traffic PredictiononPeMS07
MAE@1h· 2023-01-19
19.83
best: 18.31 (STD-MAE)
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction arXiv:2301.07945
Traffic PredictiononPeMSD4
12 steps MAE· 2023-01-19
18.32
best: 9.168 (Hierarchical-Attention-LSTM (HierAttnLSTM))
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction arXiv:2301.07945
Traffic PredictiononPeMSD8
12 steps MAE· 2023-01-19
13.58
best: 9.215 (Hierarchical-Attention-LSTM (HierAttnLSTM))
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction arXiv:2301.07945