Single-step CTS Forecasting on Electricity (test)
0.0736RRSE (Lead Time 3)LightCTS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LightCTSFLOPs (unit: M)=239, Params (unit: K)=27, Latency (unit: s)=0.4, Peak Mem (unit: Mb)=102023.02 | 0.0736 | 0.9445 | 0.0831 | 0.9343 | 0.0898 | 0.9261 | 0.0952 | 0.9215 | |
| AutoCtsFLOPs (unit: M)=8740, Params (unit: K)=95, Latency (unit: s)=3.2, Peak Mem (unit: Mb)=21.32023.02 | 0.0743 | 0.9477 | 0.0865 | 0.9315 | 0.0932 | 0.9247 | 0.0947 | 0.9239 | |
| MtGnnFLOPs (unit: M)=4800, Params (unit: K)=362, Latency (unit: s)=1.5, Peak Mem (unit: Mb)=21.42023.02 | 0.0745 | 0.9474 | 0.0878 | 0.9316 | 0.0916 | 0.9278 | 0.0953 | 0.9234 | |
| MaGnnFLOPs (unit: M)=2215, Params (unit: K)=120, Latency (unit: s)=0.8, Peak Mem (unit: Mb)=20.32023.02 | 0.0745 | 0.9476 | 0.0876 | 0.9323 | 0.0908 | 0.9282 | 0.0963 | 0.9217 | |
| AutoCts-KDpFLOPs (unit: M)=3937, Params (unit: K)=33, Latency (unit: s)=2.3, Peak Mem (unit: Mb)=17.32023.02 | 0.0764 | 0.9442 | 0.0899 | 0.9275 | 0.0934 | 0.9188 | 0.0983 | 0.9071 | |
| AutoCts-KDfFLOPs (unit: M)=1858, Params (unit: K)=16, Latency (unit: s)=1.8, Peak Mem (unit: Mb)=12.42023.02 | 0.0818 | 0.9292 | 0.0949 | 0.9148 | 0.1003 | 0.9007 | 0.1018 | 0.8935 | |
| DsaNetFLOPs (unit: M)=2262, Params (unit: K)=6377, Latency (unit: s)=1.2, Peak Mem (unit: Mb)=53.92023.02 | 0.0855 | 0.9264 | 0.0963 | 0.904 | 0.102 | 0.891 | 0.1044 | 0.8898 |