Causal Discovery on Lorenz-96
100AUROCSRU
Evaluation Results
| Method | Links | |
|---|---|---|
| SRUF=40, T=2502026.05 | 100 | |
| SRUF=40, T=5002026.05 | 100 | |
| eSRUF=40, T=5002026.05 | 100 | |
| CUTS+F=40, T=5002026.05 | 100 | |
| M2C(MSE)F=10, T=5002026.05 | 100 | |
| M2C(MSE)F=40, T=5002026.05 | 100 | |
| M2C(NLL)F=10, T=5002026.05 | 100 | |
| M2C(NLL)F=40, T=2502026.05 | 100 | |
| M2C(NLL)F=40, T=5002026.05 | 100 | |
| eSRUF=40, T=2502026.05 | 99 | |
| M2C(MSE)F=10, T=2502026.05 | 99 | |
| M2C(MSE)F=40, T=2502026.05 | 99 | |
| M2C(NLL)F=10, T=2502026.05 | 99 | |
| eSRUF=10, T=5002026.05 | 98 | |
| cMLP(NGC)F=10, T=5002026.05 | 96 | |
| cLSTM(NGC)F=10, T=5002026.05 | 95 | |
| eSRUF=10, T=2502026.05 | 95 | |
| cMLP(NGC)F=40, T=5002026.05 | 94 | |
| CUTS+F=40, T=2502026.05 | 94 | |
| cMLP(NGC)F=10, T=2502026.05 | 93 | |
| cLSTM(NGC)F=10, T=2502026.05 | 90 | |
| cLSTM(NGC)F=40, T=5002026.05 | 90 | |
| SRUF=10, T=5002026.05 | 90 | |
| CausalformerF=40, T=5002026.05 | 89 | |
| cMLP(NGC)F=40, T=2502026.05 | 85 | |
| CausalformerF=40, T=2502026.05 | 85 | |
| SRUF=10, T=2502026.05 | 84 | |
| CUTS+F=10, T=5002026.05 | 84 | |
| cLSTM(NGC)F=40, T=2502026.05 | 78 | |
| CUTS+F=10, T=2502026.05 | 77 | |
| CausalformerF=10, T=5002026.05 | 75 | |
| TCDFF=10, T=5002026.05 | 72 | |
| TCDFF=10, T=2502026.05 | 70 | |
| TCDFF=40, T=5002026.05 | 68 | |
| CausalformerF=10, T=2502026.05 | 68 | |
| TCDFF=40, T=2502026.05 | 62 |