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Adversarial Linear Contextual Bandits

1RegretSchneider and Zimmert (2023)
0.961.231.51.77Aug 16, 2025

Evaluation results

MethodLinks
Schneider and Zimmert (2023)Computation=poly(d, T), Simulator=no, Feedback=bandit2025.081
Neu and Valko (2014)Computation=poly(d, T) plus poly(d, T) oracle calls, Simulator=no, Feedback=semi-bandit2025.082
Liu et al. (2023)Computation=poly(d, K, T), Simulator=no, Feedback=bandit2025.082
Algorithm 1Computation=poly(d, T) plus poly(d, T) oracle calls, Simulator=no, Feedback=bandit2025.082