Counterfactual Explanation Generation on pm10
100ValidityDCFO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DCFOk=152025.12 | 100 | — | |
| Bayconk=152025.12 | 100 | — | |
| EACEk=152025.12 | 100 | — | |
| Baselinek=152025.12 | 100 | — | |
| ExDBSCAN2026.05 | 100 | — | |
| ExDBSCANStrategy=Random2026.05 | 100 | — | |
| ExDBSCAN2026.05 | 100 | — | |
| ExDBSCAN Randomvariant=random2026.05 | 100 | — | |
| GS Surrogatetype=surrogate2026.05 | 68 | — | |
| BayConStrategy=Random2026.05 | 61 | — | |
| BayConStrategy=Closest2026.05 | 61 | — | |
| BayCon Randomvariant=random2026.05 | 61 | — | |
| BayCon Closestvariant=closest2026.05 | 61 | — | |
| GSStrategy=Surrogate2026.05 | 27 | — | |
| DiCEStrategy=Surrogate2026.05 | 0 | — | |
| GSStrategy=Direct2026.05 | 0 | — | |
| DiCEStrategy=Direct2026.05 | 0 | — | |
| DiCE Directtype=direct2026.05 | 0 | — | |
| GS Directtype=direct2026.05 | 0 | — | |
| DiCE Surrogatetype=surrogate2026.05 | 0 | — | |
| BayConNon-actionable feature constraint=true, Selection strategy=Random2026.05 | — | 2.4 | |
| BayConNon-actionable feature constraint=true, Selection strategy=Closest2026.05 | — | 1.6 | |
| ExDBSCANNon-actionable feature constraint=true2026.05 | — | 1.47 | |
| ExDBSCANNon-actionable feature constraint=true, Selection strategy=Random2026.05 | — | 2.3 | |
| GSNon-actionable feature constraint=true, Model access=Surrogate2026.05 | — | 1.8 |