Sponsored Search Conversion on Criteo Sponsored Search Conversion (val)
4,128.41Validation MSESwitch-Cond-DP
Evaluation Results
| Method | Links | |
|---|---|---|
| Switch-Cond-DPprivacy budget (epsilon)=∞, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 4,128.41 | |
| DPSGDprivacy budget (epsilon)=∞, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 4,296.44 | |
| Cond-DPϵ=∞, Evaluation Protocol=linear model2026.06 | 4,726.78 | |
| RR-on-Binsprivacy budget (epsilon)=4, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 4,769.61 | |
| RR-on-Binsϵ=4, Evaluation Protocol=linear model2026.06 | 4,769.61 | |
| DPSGDϵ=∞, Evaluation Protocol=linear model2026.06 | 5,287.43 | |
| Cond-DPϵ=4, Evaluation Protocol=linear model2026.06 | 5,297.63 | |
| Cond-DPϵ=2, Evaluation Protocol=linear model2026.06 | 5,335.86 | |
| Cond-DPϵ=1, Evaluation Protocol=linear model2026.06 | 5,630.08 | |
| Switch-Cond-DPprivacy budget (epsilon)=4, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 6,365.98 | |
| DPSGDprivacy budget (epsilon)=4, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 6,444.03 | |
| Switch-Cond-DPprivacy budget (epsilon)=2, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 6,529.16 | |
| DPSGDϵ=4, Evaluation Protocol=linear model2026.06 | 6,565.11 | |
| DPSGDϵ=2, Evaluation Protocol=linear model2026.06 | 6,589.69 | |
| DPSGDϵ=1, Evaluation Protocol=linear model2026.06 | 6,673.56 | |
| DPSGDϵ=0.5, Evaluation Protocol=linear model2026.06 | 6,780.06 | |
| DPSGDϵ=0.25, Evaluation Protocol=linear model2026.06 | 6,842.63 | |
| DPSGDprivacy budget (epsilon)=2, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 6,933.28 | |
| Switch-Cond-DPprivacy budget (epsilon)=1, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 6,935 | |
| Switch-Cond-DPprivacy budget (epsilon)=0.5, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 6,959.93 | |
| Switch-Cond-DPprivacy budget (epsilon)=0.25, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 6,975.9 | |
| Cond-DPϵ=0.5, Evaluation Protocol=linear model2026.06 | 6,998.62 | |
| RR-on-Binsprivacy budget (epsilon)=2, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 7,294.93 | |
| RR-on-Binsϵ=2, Evaluation Protocol=linear model2026.06 | 7,294.93 | |
| DPSGDprivacy budget (epsilon)=1, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 7,472.65 | |
| DPSGDprivacy budget (epsilon)=0.5, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 8,073.85 | |
| DPSGDprivacy budget (epsilon)=0.25, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 8,533.74 | |
| Cond-DPϵ=0.25, Evaluation Protocol=linear model2026.06 | 9,677.99 | |
| RR-on-Binsprivacy budget (epsilon)=1, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 9,744.08 | |
| RR-on-Binsϵ=1, Evaluation Protocol=linear model2026.06 | 9,744.08 | |
| RR-on-Binsprivacy budget (epsilon)=0.5, prediction head architecture=two-layer MLP (128, 64 hidden units), input transformation=linear2026.06 | 10,901.33 | |
| RR-on-Binsϵ=0.5, Evaluation Protocol=linear model2026.06 | 10,901.33 |