Causal Discovery on Lorenz-96 D=40, T=1000
100AUROCeSRU
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| eSRUF=102025.07 | 100 | 100 | |
| CUTS+F=102025.07 | 100 | 100 | |
| GCDF=102025.07 | 100 | 100 | |
| CUTS+F=202025.07 | 100 | 100 | |
| GCDF=202025.07 | 100 | 100 | |
| GCDF=402025.07 | 99.7 | 97.5 | |
| GVARF=102025.07 | 99.6 | 99.4 | |
| eSRUF=202025.07 | 99.6 | 99.1 | |
| cMLPF=102025.07 | 99.5 | 99.2 | |
| cMLPF=202025.07 | 99.3 | 97.8 | |
| GVARF=202025.07 | 99.2 | 98.3 | |
| CUTS+F=402025.07 | 99.1 | 96.7 | |
| eSRUF=402025.07 | 98.8 | 95.4 | |
| cLSTMF=102025.07 | 98.3 | 96.1 | |
| GVARF=402025.07 | 97.5 | 94.6 | |
| cMLPF=402025.07 | 97.2 | 94.3 | |
| cLSTMF=202025.07 | 93.2 | 90.4 | |
| CR-VAEF=102025.07 | 87.6 | 76.1 | |
| cLSTMF=402025.07 | 87.6 | 83.9 | |
| TCDFF=102025.07 | 85.2 | 73.3 | |
| CR-VAEF=202025.07 | 75.5 | 64 | |
| TCDFF=202025.07 | 72.8 | 58.7 | |
| CR-VAEF=402025.07 | 63.9 | 52.8 | |
| TCDFF=402025.07 | 58.5 | 43.9 |