Regression on 11 real-world regression datasets average over 100 random splits (test)
2.16LengthSplit Conformal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Split ConformalConformity Score=|y - f(x)|, Base Predictor=Neural Network (2 hidden layers, 64 ReLU neurons)2024.06 | 2.16 | 89.92 | |
| JacknifeConformity Score=|y - f(x)|, Base Predictor=Neural Network (2 hidden layers, 64 ReLU neurons)2024.06 | 1.95 | 89.81 | |
| Local-SCConformity Score=|y - f(x)|, Base Predictor=Neural Network (2 hidden layers, 64 ReLU neurons)2024.06 | 1.81 | 89.95 | |
| LocalCPConformity Score=|y - f(x)|, Base Predictor=Neural Network (2 hidden layers, 64 ReLU neurons)2024.06 | 1.73 | 90.09 | |
| CPLConformity Score=|y - f(x)|, Base Predictor=Neural Network (2 hidden layers, 64 ReLU neurons)2024.06 | 1.68 | 90.11 |