Counterfactual Explanation on diabetes numeric
1.7Proximity ScoreDiCE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DiCENon-actionable feature constraint=true, Model access=Surrogate2026.05 | 1.7 | — | |
| DiCENon-actionable feature constraint=true, Model access=Direct2026.05 | 1.7 | — | |
| BayConNon-actionable feature constraint=true, Selection strategy=Random2026.05 | 1.5 | — | |
| GSNon-actionable feature constraint=true, Model access=Surrogate2026.05 | 1.4 | — | |
| ExDBSCANNon-actionable feature constraint=true, Selection strategy=Random2026.05 | 1.3 | — | |
| ExDBSCANNon-actionable feature constraint=true2026.05 | 1.19 | — | |
| BayConNon-actionable feature constraint=true, Selection strategy=Closest2026.05 | 1 | — | |
| BayConselection=Random2026.05 | — | 1.5 | |
| BayConselection=Closest2026.05 | — | 1 | |
| DiCEtype=Direct2026.05 | — | 1.7 | |
| DiCEtype=Surrogate2026.05 | — | 1.7 | |
| ExDBSCAN2026.05 | — | 1.3 | |
| ExDBSCANselection=Random2026.05 | — | 1.3 | |
| GStype=Surrogate2026.05 | — | 1.3 |