Tabular Classification on 5 tabular datasets mean (test)
76.7Balanced AccuracyNon-private
Evaluation results
| Method | Links | |
|---|---|---|
| Non-privateprivacy=none2026.06 | 76.7 | |
| TabPATEepsilon=10, public_data_required=false2026.06 | 71.2 | |
| PromptPATEepsilon=10, public_data_required=true2026.06 | 68.6 | |
| Query-Timeepsilon=10, public_data_required=false2026.06 | 61.3 | |
| PromptPATEepsilon=1, public_data_required=true2026.06 | 61.3 | |
| TabPATEepsilon=1, public_data_required=false2026.06 | 55.6 | |
| Query-Timeepsilon=1, public_data_required=false2026.06 | 52.6 | |
| DP-SGDepsilon=10, public_data_required=false2026.06 | 52.3 | |
| DP-TabICLepsilon=10, public_data_required=false2026.06 | 52.3 | |
| DP-Syntheticepsilon=10, public_data_required=false2026.06 | 52.3 | |
| DP-SGDepsilon=1, public_data_required=false2026.06 | 51.9 | |
| DP-TabICLepsilon=1, public_data_required=false2026.06 | 51.9 | |
| DP-Syntheticepsilon=1, public_data_required=false2026.06 | 51.9 |