Tabular Classification on 5 OpenML (train)
76.7Balanced AccuracyNon-private
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Non-privateprivacy=Non-private2026.06 | 76.7 | 83 | |
| TabPATEε=102026.06 | 71.2 | 78.3 | |
| PromptPATEε=10, Public data from target distribution=30% held-out training data2026.06 | 68.6 | 78.6 | |
| Query-Timeε=102026.06 | 61.3 | 71.2 | |
| PromptPATEε=1, Public data from target distribution=30% held-out training data2026.06 | 61.3 | 73.6 | |
| TabPATEε=12026.06 | 55.6 | 77.2 | |
| Query-Timeε=12026.06 | 52.6 | 56.3 | |
| DP-SGDε=102026.06 | 52.3 | 73.2 | |
| DP-TabICLε=102026.06 | 52.3 | 73.2 | |
| DP-Syntheticε=102026.06 | 52.3 | 73.2 | |
| DP-SGDε=12026.06 | 51.9 | 73.1 | |
| DP-TabICLε=12026.06 | 51.9 | 73.1 | |
| DP-Syntheticε=12026.06 | 51.9 | 73.1 |