| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Conformal Prediction | Bike | Empirical Coverage91.1 | 12 | |
| Marginal Likelihood Estimation | BIKE (mean over 10 splits) | Test Log-Likelihood2.15 | 12 | |
| Edge flow prediction | Bike (test) | RMSE0.029 | 10 | |
| Regression | BIKE | RMSE0.04 | 9 | |
| Regression | bike 10^1 scaling (five-fold cross-validation) | RMSE3.985 | 6 | |
| Selective Regression | bike (test) | Conditional Large-Loss Rate19 | 6 | |
| Decision Tree Rashomon Set construction | Bike | Time (s)2.55 | 5 | |
| Physical Consistency Analysis | Bike (test) | Final Divergence Residual2.37 | 5 | |
| Decision Tree Rashomon Set Calculation | Bike | Runtime2.55 | 4 | |
| Rashomon set approximation | Bike-164 | Recall100 | 4 | |
| Regression | bike (test) | Max Conditional Coverage Deviation (%)4.925 | 4 | |
| Regression | Bike UCI (test) | Latency (s x 10^-5)0.694 | 3 | |
| IND-CPA Distinguishability | BIKE (val) | Accuracy50.05 | 2 | |
| Ciphertext Classification | BIKE combined with Plaintext | Accuracy50.06 | 2 | |
| Ciphertext Classification | BIKE combined with Plain RSA | Accuracy50.26 | 2 | |
| Ciphertext Classification | BIKE combined with RSA OAEP | Accuracy50.2 | 2 | |
| Regression | Bike Hour | R^20.96 | 2 | |
| Regression | Bike Day | R^20.98 | 2 | |
| Articulation Modeling | Bike OOD | F-Score87.7 | 1 |