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Bandit Learning on Wine Quality Real Data Benign

666.74Mean RegretUCB
607.2461,008.83051,410.4151,811.9995Feb 4, 2026

Evaluation results

MethodLinks
UCBReward Function Setting=Linear2026.02666.749.13692.612.02
Fair SmoothReward Function Setting=Smooth2026.02763.6722.95135.315.93
OLS BanditReward Function Setting=Linear2026.02914.56238.24955.9263.57
GreedyReward Function Setting=Linear2026.02943.63473.611,029.1617.07
Smooth BanditReward Function Setting=Smooth2026.021,001.3114.62911.718.49
Fair OLSReward Function Setting=Linear2026.021,076.8227.02167.59.84
RandomReward Function Setting=Linear2026.022,147.1526.7400
RandomReward Function Setting=Smooth2026.022,154.0917.7300