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Contextual Bandit on Contextual Bandit Theoretical Bounds

1Regret ScalingLinUCB
-0.489.5119.529.49May 11, 2026

Evaluation results

MethodLinks
LinUCBAssumption on reward=Linear2026.051
LinTSAssumption on reward=Linear2026.053
LinUCB (feature diversity)Assumption on reward=Linear, Condition=feature diversity assumption2026.0516
GLM-UCBAssumption on reward=Generalized linear model2026.0517
GLM-UCB (feature diversity)Assumption on reward=Generalized linear model, Condition=feature diversity assumption2026.0529
KernelUCBAssumption on reward=Lies in RKHS2026.0538