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Contextual Bandit research benchmarks – Page 2 · SOTA2 Research

Contextual Bandit

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1,538.7Final Cumulative Regret

6

Feb 26, 2026

CIFAR-100 (Last 100 episodes)

0.775Average Cost

3

Feb 26, 2026

CIFAR-100 (All episodes)

0.838Average Cost

3

Feb 26, 2026

Prudential Life Insurance (Last 100 episodes)

0.388Average Cost

3

Feb 26, 2026

Prudential Life Insurance (All episodes)

0.411Average Cost

3

Feb 26, 2026

King County Housing (Last 100 episodes)

0.708Average Cost

3

Feb 26, 2026

King County Housing (All episodes)

0.726Average Cost

3

Feb 26, 2026

Contextual Bandit

—

—Primary metric

0

Feb 26, 2026

Page 2 of 2

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