Iris
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Robustness Verification | Iris dataset (test) | Vulnerable Samples0 | 90 | |
| Robustness verification | Iris | Vulnerable Samples Count0 | 50 | |
| Robustness Verification | Iris Sigmoid Network | Vulnerable Samples0 | 50 | |
| Clustering | Iris | ARI0.9 | 29 | |
| Clustering | Iris | SSE95.87 | 24 | |
| Counterfactual Explanation Generation | Iris | R Score1 | 23 | |
| Hierarchical Agglomerative Clustering | iris | Dendrogram Purity94.3 | 20 | |
| Classification | Iris (test) | Accuracy100 | 18 | |
| Feature Attribution | IRIS | INFD0.007 | 17 | |
| Pairwise-constrained clustering | Iris UCI (full) | SSE83.72 | 15 | |
| Explanation Regularity | Iris | Regularity0.838 | 11 | |
| Explanation Fidelity Estimation | Iris | Fidelity (R2 Score)0.86 | 11 | |
| Explanation Stability | Iris | Stability Score100 | 11 | |
| Machine Unlearning | Iris 2% (forgotten) | UQI0.312 | 11 | |
| Machine Unlearning | Iris subset 2% (test) | Accuracy100 | 11 | |
| Machine Unlearning | Iris subset 2% (retained) | Accuracy94 | 11 | |
| Full-class forgetting | Iris (test) | Accuracy93.3 | 11 | |
| Full-class forgetting | Iris (retain) | Acc90 | 11 | |
| Clustering | Iris 4D | ARI100 | 10 | |
| Cluster Validation | Iris | PWRS Score88.6 | 10 | |
| Multiclass Classification | iris | Accuracy97.33 | 10 | |
| Visual Question Answering | IRIS 1.0 (ambiguous trials) | Accuracy (Image Only)59.3 | 10 | |
| Multiclass classification | IRIS subsampled to 100 3 classes (train) | R50070 | 9 | |
| Continual Clustering | Iris | AI NMI0.871 | 9 | |
| Tabular Classification | iris (61) (test) | Test Error Rate2.7 | 9 |
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