Contextual Bandits on MovieLens 25M
90.6Success Rate vs Non-Private LinUCBAdaPrivate-TS
Evaluation results
| Method | Links | |
|---|---|---|
| AdaPrivate-TSepsilon=102026.06 | 90.6 | |
| RarelySwitching-zCDPepsilon=102026.06 | 84.7 | |
| AdaPrivate-UCBepsilon=102026.06 | 84.6 | |
| AdaPrivate-TSepsilon=52026.06 | 84.4 | |
| zCDP-Episodicepsilon=102026.06 | 84.2 | |
| AdaC-OFUL-zCDPepsilon=102026.06 | 84.1 | |
| RarelySwitching-zCDPepsilon=52026.06 | 81.9 | |
| zCDP-Episodicepsilon=52026.06 | 80.8 | |
| AdaPrivate-UCBepsilon=52026.06 | 80.7 | |
| AdaC-OFUL-zCDPepsilon=52026.06 | 79.8 | |
| RarelySwitching-zCDPepsilon=22026.06 | 75.2 | |
| AdaPrivate-TSepsilon=22026.06 | 75.2 | |
| AdaPrivate-UCBepsilon=22026.06 | 74.8 | |
| AdaC-OFUL-zCDPepsilon=22026.06 | 74.4 | |
| zCDP-Episodicepsilon=22026.06 | 74.2 | |
| RarelySwitching-zCDPepsilon=12026.06 | 72.6 | |
| AdaC-OFUL-zCDPepsilon=12026.06 | 72.3 | |
| zCDP-Episodicepsilon=12026.06 | 71.9 | |
| JDP-LinUCBepsilon=10, Privacy Model=Joint DP, tree-based composition2026.06 | 71.8 | |
| AdaPrivate-UCBepsilon=12026.06 | 71.7 | |
| AdaPrivate-TSepsilon=12026.06 | 71.7 | |
| DGS-LinUCBepsilon=10, Privacy Model=per-step sequential composition2026.06 | 71.2 | |
| DGS-LinUCBepsilon=5, Privacy Model=per-step sequential composition2026.06 | 71.1 | |
| DGS-LinUCBepsilon=2, Privacy Model=per-step sequential composition2026.06 | 71 | |
| DGS-LinUCBepsilon=1, Privacy Model=per-step sequential composition2026.06 | 70.9 | |
| JDP-LinUCBepsilon=5, Privacy Model=Joint DP, tree-based composition2026.06 | 69.4 | |
| JDP-LinUCBepsilon=2, Privacy Model=Joint DP, tree-based composition2026.06 | 67.8 | |
| JDP-LinUCBepsilon=1, Privacy Model=Joint DP, tree-based composition2026.06 | 66.5 |