Root Cause Identification on MSDS
99.3Top@3RPTCD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PTCD2026.05 | 99.3 | 99.6 | 100 | 51.5 | 92.9 | |
| CondAttr-UMAP2026.04 | 95.6 | 100 | 100 | — | — | |
| CondAttr-VAE2026.04 | 94.8 | 100 | 100 | — | — | |
| ShaTS2026.04 | 91.5 | 98.6 | 100 | — | — | |
| AERCA2026.04 | 90.8 | 97.4 | 100 | — | — | |
| AERCA2026.05 | 90.8 | 97.4 | 100 | 38.1 | 89.6 | |
| CIRCA2026.04 | 86 | 91.7 | 100 | — | — | |
| CIRCA2026.05 | 86 | 91.7 | 100 | 45.4 | 80.9 | |
| RCD2026.04 | 57.3 | 98.4 | 100 | — | — | |
| RCD2026.05 | 57.3 | 98.4 | 100 | 41.2 | 82.1 | |
| KernelSHAP2026.04 | 31.1 | 46.7 | 100 | — | — | |
| ϵ-Diagnosis2026.04 | 26.6 | 45.2 | 100 | — | — | |
| ε-Diagnosis2026.05 | 26.6 | 45.2 | 100 | 0.4 | 49.2 |