# Contextual Bandits on Jester Source: [Contextual Bandits on Jester]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:36:32.090Z Evaluation of Contextual Bandit algorithms on the Jester dataset, measured by the percentage of non-private LinUCB performance. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Contextual Bandits | | Dataset (including any stated split) | Jester | | Metric | Non-private LinUCB Performance | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Non-private LinUCB Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | Non-private LinUCB Performance | Result date | Report paper | | --- | --- | --- | --- | | AdaPrivate-TS | 83.3 | Not recorded | 6a3a1356206542251d7c733a | | AdaPrivate-UCB | 82.8 | Not recorded | 6a3a1356206542251d7c733a | | JDP-LinUCB | 81.6 | Not recorded | 6a3a1356206542251d7c733a | | AdaPrivate-TS | 81.3 | Not recorded | 6a3a1356206542251d7c733a | | AdaPrivate-TS | 78.5 | Not recorded | 6a3a1356206542251d7c733a | | JDP-LinUCB | 77.4 | Not recorded | 6a3a1356206542251d7c733a | | AdaC-OFUL-zCDP | 76.3 | Not recorded | 6a3a1356206542251d7c733a | | AdaPrivate-UCB | 76.3 | Not recorded | 6a3a1356206542251d7c733a | | zCDP-Episodic | 75.7 | Not recorded | 6a3a1356206542251d7c733a | | RarelySwitching-zCDP | 74.6 | Not recorded | 6a3a1356206542251d7c733a | | AdaC-OFUL-zCDP | 74.5 | Not recorded | 6a3a1356206542251d7c733a | | JDP-LinUCB | 74 | Not recorded | 6a3a1356206542251d7c733a | | AdaPrivate-TS | 73.7 | Not recorded | 6a3a1356206542251d7c733a | | JDP-LinUCB | 73.4 | Not recorded | 6a3a1356206542251d7c733a | | zCDP-Episodic | 73.3 | Not recorded | 6a3a1356206542251d7c733a | | AdaC-OFUL-zCDP | 73.1 | Not recorded | 6a3a1356206542251d7c733a | | AdaC-OFUL-zCDP | 72.3 | Not recorded | 6a3a1356206542251d7c733a | | zCDP-Episodic | 71.5 | Not recorded | 6a3a1356206542251d7c733a | | RarelySwitching-zCDP | 70.9 | Not recorded | 6a3a1356206542251d7c733a | | zCDP-Episodic | 70.8 | Not recorded | 6a3a1356206542251d7c733a | | AdaPrivate-UCB | 70.7 | Not recorded | 6a3a1356206542251d7c733a | | DGS-LinUCB | 70.5 | Not recorded | 6a3a1356206542251d7c733a | | AdaPrivate-UCB | 70.1 | Not recorded | 6a3a1356206542251d7c733a | | DGS-LinUCB | 70.1 | Not recorded | 6a3a1356206542251d7c733a | | DGS-LinUCB | 70.1 | Not recorded | 6a3a1356206542251d7c733a | | DGS-LinUCB | 70 | Not recorded | 6a3a1356206542251d7c733a | | RarelySwitching-zCDP | 68 | Not recorded | 6a3a1356206542251d7c733a | | RarelySwitching-zCDP | 67.4 | Not recorded | 6a3a1356206542251d7c733a | ### AdaPrivate-TS Non-private LinUCB Performance: 83.3. Result ID: 6a3a538ffbc373592c35edc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10"}. This record does not assert independent reproduction. ### AdaPrivate-UCB Non-private LinUCB Performance: 82.8. Result ID: 6a3a538ffbc373592c35edbb. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"10"}. This record does not assert independent reproduction. ### JDP-LinUCB Non-private LinUCB Performance: 81.6. Result ID: 6a3a538ffbc373592c35edc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","Privacy Model":"Joint DP, tree-based composition"}. This record does not assert independent reproduction. ### AdaPrivate-TS Non-private LinUCB Performance: 81.3. Result ID: 6a3a538ffbc373592c35edc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### AdaPrivate-TS Non-private LinUCB Performance: 78.5. Result ID: 6a3a538ffbc373592c35edc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction. ### JDP-LinUCB Non-private LinUCB Performance: 77.4. Result ID: 6a3a538ffbc373592c35edc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","Privacy Model":"Joint DP, tree-based composition"}. This record does not assert independent reproduction. ### AdaC-OFUL-zCDP Non-private LinUCB Performance: 76.3. Result ID: 6a3a538ffbc373592c35edb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10"}. This record does not assert independent reproduction. ### AdaPrivate-UCB Non-private LinUCB Performance: 76.3. Result ID: 6a3a538ffbc373592c35edba. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### zCDP-Episodic Non-private LinUCB Performance: 75.7. Result ID: 6a3a538ffbc373592c35edaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10"}. This record does not assert independent reproduction. ### RarelySwitching-zCDP Non-private LinUCB Performance: 74.6. Result ID: 6a3a538ffbc373592c35edb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10"}. This record does not assert independent reproduction. ### AdaC-OFUL-zCDP Non-private LinUCB Performance: 74.5. Result ID: 6a3a538ffbc373592c35edb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### JDP-LinUCB Non-private LinUCB Performance: 74. Result ID: 6a3a538ffbc373592c35edc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"2","Privacy Model":"Joint DP, tree-based composition"}. This record does not assert independent reproduction. ### AdaPrivate-TS Non-private LinUCB Performance: 73.7. Result ID: 6a3a538ffbc373592c35edc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### JDP-LinUCB Non-private LinUCB Performance: 73.4. Result ID: 6a3a538ffbc373592c35edc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","Privacy Model":"Joint DP, tree-based composition"}. This record does not assert independent reproduction. ### zCDP-Episodic Non-private LinUCB Performance: 73.3. Result ID: 6a3a538ffbc373592c35edae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### AdaC-OFUL-zCDP Non-private LinUCB Performance: 73.1. Result ID: 6a3a538ffbc373592c35edb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction. ### AdaC-OFUL-zCDP Non-private LinUCB Performance: 72.3. Result ID: 6a3a538ffbc373592c35edb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### zCDP-Episodic Non-private LinUCB Performance: 71.5. Result ID: 6a3a538ffbc373592c35edad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction. ### RarelySwitching-zCDP Non-private LinUCB Performance: 70.9. Result ID: 6a3a538ffbc373592c35edb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### zCDP-Episodic Non-private LinUCB Performance: 70.8. Result ID: 6a3a538ffbc373592c35edac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### AdaPrivate-UCB Non-private LinUCB Performance: 70.7. Result ID: 6a3a538ffbc373592c35edb9. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction. ### DGS-LinUCB Non-private LinUCB Performance: 70.5. Result ID: 6a3a538ffbc373592c35edbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","Privacy Model":"per-step sequential composition"}. This record does not assert independent reproduction. ### AdaPrivate-UCB Non-private LinUCB Performance: 70.1. Result ID: 6a3a538ffbc373592c35edb8. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### DGS-LinUCB Non-private LinUCB Performance: 70.1. Result ID: 6a3a538ffbc373592c35edbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","Privacy Model":"per-step sequential composition"}. This record does not assert independent reproduction. ### DGS-LinUCB Non-private LinUCB Performance: 70.1. Result ID: 6a3a538ffbc373592c35edbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"2","Privacy Model":"per-step sequential composition"}. This record does not assert independent reproduction. ### DGS-LinUCB Non-private LinUCB Performance: 70. Result ID: 6a3a538ffbc373592c35edbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","Privacy Model":"per-step sequential composition"}. This record does not assert independent reproduction. ### RarelySwitching-zCDP Non-private LinUCB Performance: 68. Result ID: 6a3a538ffbc373592c35edb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction. ### RarelySwitching-zCDP Non-private LinUCB Performance: 67.4. Result ID: 6a3a538ffbc373592c35edb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.