Latent Hierarchical Causal Structure Discovery on Synthetic Gaussian IL2H Structure
0.3Metric 3 ScoreGIN
Evaluation Results
| Method | Links | |
|---|---|---|
| GINSample Size=2k2022.10 | 0.3 | |
| CLRGSample Size=2k2022.10 | 0.28 | |
| CLRGSample Size=5k2022.10 | 0.28 | |
| CLRGSample Size=10k2022.10 | 0.28 | |
| FOFCSample Size=2k2022.10 | 0.26 | |
| FOFCSample Size=5k2022.10 | 0.26 | |
| FOFCSample Size=10k2022.10 | 0.2 | |
| CLRGSample Size=2k2022.10 | 0.18 | |
| CLRGSample Size=5k2022.10 | 0.18 | |
| CLRGSample Size=10k2022.10 | 0.18 | |
| FOFCSample Size=2k2022.10 | 0.18 | |
| GINSample Size=5k2022.10 | 0.17 | |
| GINSample Size=10k2022.10 | 0.17 | |
| GINSample Size=2k2022.10 | 0.16 | |
| GINSample Size=5k2022.10 | 0.15 | |
| GINSample Size=10k2022.10 | 0.15 | |
| FOFCSample Size=5k2022.10 | 0.13 | |
| OursSample Size=2k2022.10 | 0.11 | |
| OursSample Size=5k2022.10 | 0.1 | |
| OursSample Size=10k2022.10 | 0.1 | |
| OursSample Size=2k2022.10 | 0.02 | |
| OursSample Size=5k2022.10 | 0 | |
| OursSample Size=10k2022.10 | 0 | |
| FOFCSample Size=10k2022.10 | 0 |