Multi-step Traffic Speed Forecasting on PEMS-BAY (15, 30, 60 min horizons)
1.3MAE (15 min)GWNET
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GWNETFLOPs (M)=1408, Params (K)=312, Latency (s)=3.7, Peak Mem (Mb)=10.32023.02 | 1.3 | 2.74 | 2.73 | 1.63 | 3.7 | 3.67 | 1.95 | 4.52 | 4.67 | |
| AUTOCTSFLOPs (M)=2295, Params (K)=369, Latency (s)=5.9, Peak Mem (Mb)=11.92023.02 | 1.3 | 2.71 | 2.69 | 1.61 | 3.62 | 3.55 | 1.89 | 4.32 | 4.36 | |
| LightCTSFLOPs (M)=208, Params (K)=236, Latency (s)=1.2, Peak Mem (Mb)=9.22023.02 | 1.3 | 2.75 | 2.71 | 1.61 | 3.65 | 3.59 | 1.89 | 4.32 | 4.39 | |
| MTGNNFLOPs (M)=432, Params (K)=573, Latency (s)=7.6, Peak Mem (Mb)=19.22023.02 | 1.32 | 2.79 | 2.77 | 1.65 | 3.74 | 3.69 | 1.94 | 4.47 | 4.51 | |
| ENHANCENETFLOPs (M)=1442, Params (K)=474, Latency (s)=5.4, Peak Mem (Mb)=14.22023.02 | 1.33 | 2.81 | 2.8 | 1.64 | 3.72 | 3.65 | 1.93 | 4.44 | 4.49 | |
| AGCRNFLOPs (M)=4224, Params (K)=749, Latency (s)=10.1, Peak Mem (Mb)=22.72023.02 | 1.35 | 2.83 | 2.87 | 1.69 | 3.81 | 3.84 | 1.94 | 4.49 | 4.53 | |
| DCRNNFLOPs (M)=5386, Params (K)=436, Latency (s)=22.6, Peak Mem (Mb)=13.82023.02 | 1.38 | 2.95 | 2.9 | 1.74 | 3.97 | 3.9 | 2.07 | 4.74 | 4.9 | |
| FOGSFLOPs (M)=6608, Params (K)=2551, Latency (s)=16.3, Peak Mem (Mb)=76.52023.02 | 1.38 | 2.91 | 2.94 | 1.73 | 3.93 | 3.97 | 2.09 | 4.71 | 4.96 | |
| AUTOCTS-KDPFLOPs (M)=1431, Params (K)=248, Latency (s)=4.4, Peak Mem (Mb)=10.42023.02 | 1.38 | 2.85 | 2.87 | 1.72 | 3.82 | 3.86 | 2.06 | 4.62 | 4.73 | |
| AUTOCTS-KDFFLOPs (M)=218, Params (K)=18, Latency (s)=3.4, Peak Mem (Mb)=9.52023.02 | 1.42 | 2.92 | 2.95 | 1.78 | 4.02 | 3.99 | 2.11 | 4.82 | 5.06 |