Counterfactual Explanation Generation on longley
100ValidityDCFO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DCFOk=102025.12 | 100 | — | — | |
| ExDBSCAN2026.05 | 100 | — | — | |
| DiCEStrategy=Surrogate2026.05 | 100 | — | — | |
| ExDBSCANStrategy=Random2026.05 | 100 | — | — | |
| ExDBSCAN2026.05 | 100 | — | — | |
| ExDBSCAN Randomvariant=random2026.05 | 100 | — | — | |
| DiCE Surrogatetype=surrogate2026.05 | 100 | — | — | |
| Bayconk=102025.12 | 60 | — | — | |
| DiCEStrategy=Direct2026.05 | 52 | — | — | |
| DiCE Directtype=direct2026.05 | 52 | — | — | |
| BayConStrategy=Random2026.05 | 16 | — | — | |
| BayConStrategy=Closest2026.05 | 16 | — | — | |
| BayCon Randomvariant=random2026.05 | 16 | — | — | |
| BayCon Closestvariant=closest2026.05 | 16 | — | — | |
| GSStrategy=Surrogate2026.05 | 8 | — | — | |
| GS Surrogatetype=surrogate2026.05 | 8 | — | — | |
| EACEk=102025.12 | 0 | — | — | |
| Baselinek=102025.12 | 0 | — | — | |
| GSStrategy=Direct2026.05 | 0 | — | — | |
| GS Directtype=direct2026.05 | 0 | — | — | |
| BayConNon-actionable feature constraint=true, Selection strategy=Random2026.05 | — | 1.7 | — | |
| BayConNon-actionable feature constraint=true, Selection strategy=Closest2026.05 | — | 1.4 | — | |
| BayConselection=Random2026.05 | — | — | 1.7 | |
| BayConselection=Closest2026.05 | — | — | 1.4 | |
| DiCENon-actionable feature constraint=true, Model access=Surrogate2026.05 | — | 3.1 | — | |
| DiCENon-actionable feature constraint=true, Model access=Direct2026.05 | — | 3.4 | — | |
| DiCEtype=Direct2026.05 | — | — | 3.4 | |
| DiCEtype=Surrogate2026.05 | — | — | 3.1 | |
| ExDBSCANNon-actionable feature constraint=true2026.05 | — | 1 | — | |
| ExDBSCANNon-actionable feature constraint=true, Selection strategy=Random2026.05 | — | 1.5 | — | |
| ExDBSCAN2026.05 | — | — | 2.1 | |
| ExDBSCANselection=Random2026.05 | — | — | 1.8 | |
| GSNon-actionable feature constraint=true, Model access=Surrogate2026.05 | — | 0.9 | — | |
| GStype=Surrogate2026.05 | — | — | 0.9 |