CovType
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Few-Shot Class Incremental Learning | CovType | PD9.39 | 16 | |
| Local Explanation Generation | Covtype | Stability100 | 14 | |
| Second-order Shapley interaction value runtime calculation | CovType | Runtime (seconds)0.005 | 12 | |
| Explanation Regularity | Covtype | Regularity90.1 | 11 | |
| Explanation Fidelity Estimation | Covtype | Fidelity (R2)0.632 | 11 | |
| Evasion attack verification | covtype 10,000 examples (test) | Speedup25.4 | 8 | |
| Linear Regression | Covtype | PMSE1.94 | 6 | |
| Classification | covtype A07 (test) | Accuracy92.9 | 6 | |
| Classification | covtype | Accuracy88.5 | 6 | |
| First-order Shapley value calculation | CovType sparse setting | Runtime (s)0.004 | 6 | |
| First-order Shapley value calculation | CovType large setting | Runtime (s)0.019 | 6 | |
| First-order Shapley value calculation | CovType small setting | Runtime (s)0.001 | 6 | |
| Binary Classification | covtype binary | F1 Score79.6 | 5 | |
| Classification | covtype | ROC-AUC0.994 | 5 | |
| PU learning | Covtype (test) | F-score75.19 | 4 | |
| Positive-Unlabeled Classification | Covtype (test) | Accuracy76.51 | 4 | |
| Subspace Clustering | CovType | Clustering Accuracy53.52 | 4 | |
| Optimization Convergence | CovType (train) | Final Training Loss Gradient0.482 | 3 | |
| Classification | CovType (test) | Accuracy89.56 | 3 | |
| Tabular Classification | CovType 3000 samples 512 context 54 features 7 classes | Accuracy73.33 | 3 | |
| Third-order Shapley interaction calculation | CovType sparse | Runtime0.186 | 2 | |
| Third-order Shapley interaction calculation | CovType large | Runtime0.962 | 2 | |
| Third-order Shapley interaction calculation | CovType small | Runtime0.009 | 2 | |
| Multi-Class Formal Verification | covtype unrobust | PAR2 Runtime213.78 | 2 | |
| Multi-Class Formal Verification | covtype robust | PAR2 Runtime139.08 | 2 |
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