Contextual Bandits on Jester
83.3Non-private LinUCB PerformanceAdaPrivate-TS
Evaluation results
| Method | Links | |
|---|---|---|
| AdaPrivate-TSepsilon=102026.06 | 83.3 | |
| AdaPrivate-UCBepsilon=102026.06 | 82.8 | |
| JDP-LinUCBepsilon=10, Privacy Model=Joint DP, tree-based composition2026.06 | 81.6 | |
| AdaPrivate-TSepsilon=52026.06 | 81.3 | |
| AdaPrivate-TSepsilon=22026.06 | 78.5 | |
| JDP-LinUCBepsilon=5, Privacy Model=Joint DP, tree-based composition2026.06 | 77.4 | |
| AdaC-OFUL-zCDPepsilon=102026.06 | 76.3 | |
| AdaPrivate-UCBepsilon=52026.06 | 76.3 | |
| zCDP-Episodicepsilon=102026.06 | 75.7 | |
| RarelySwitching-zCDPepsilon=102026.06 | 74.6 | |
| AdaC-OFUL-zCDPepsilon=52026.06 | 74.5 | |
| JDP-LinUCBepsilon=2, Privacy Model=Joint DP, tree-based composition2026.06 | 74 | |
| AdaPrivate-TSepsilon=12026.06 | 73.7 | |
| JDP-LinUCBepsilon=1, Privacy Model=Joint DP, tree-based composition2026.06 | 73.4 | |
| zCDP-Episodicepsilon=52026.06 | 73.3 | |
| AdaC-OFUL-zCDPepsilon=22026.06 | 73.1 | |
| AdaC-OFUL-zCDPepsilon=12026.06 | 72.3 | |
| zCDP-Episodicepsilon=22026.06 | 71.5 | |
| RarelySwitching-zCDPepsilon=52026.06 | 70.9 | |
| zCDP-Episodicepsilon=12026.06 | 70.8 | |
| AdaPrivate-UCBepsilon=22026.06 | 70.7 | |
| DGS-LinUCBepsilon=5, Privacy Model=per-step sequential composition2026.06 | 70.5 | |
| AdaPrivate-UCBepsilon=12026.06 | 70.1 | |
| DGS-LinUCBepsilon=1, Privacy Model=per-step sequential composition2026.06 | 70.1 | |
| DGS-LinUCBepsilon=2, Privacy Model=per-step sequential composition2026.06 | 70.1 | |
| DGS-LinUCBepsilon=10, Privacy Model=per-step sequential composition2026.06 | 70 | |
| RarelySwitching-zCDPepsilon=22026.06 | 68 | |
| RarelySwitching-zCDPepsilon=12026.06 | 67.4 |