Contextual Bandits
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
83.3Non-private LinUCB Performance
28
Jun 23, 2026
90.6Success Rate vs Non-Private LinUCB
28
Jun 23, 2026
122.7Cumulative Regret
15
Jun 29, 2026
169.4Cumulative Regret
9
Jun 29, 2026
203.2Cumulative Regret
9
Jun 29, 2026
147.7Cumulative Regret
9
Jun 29, 2026
26,222.5Friedman Score
7
May 12, 2026
4,403.1Cumulative Regret
7
Apr 7, 2026
1,472.4Cumulative Regret
7
Apr 7, 2026
476.4Cumulative Regret
7
Apr 7, 2026
842.3Cumulative Regret
7
Apr 7, 2026
186.4Cumulative Regret
5
Jun 29, 2026
148.6Cumulative Regret R(T)
5
Jun 29, 2026
31.3Cumulative Regret
5
Jun 29, 2026
412.1Cumulative Regret
4
Jun 29, 2026
309.9Cumulative Regret
4
Jun 29, 2026
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—Primary metric
0
Feb 26, 2026
—
—Primary metric
0
Feb 26, 2026