List your company

ResearchFormerly WizWand

Linear Contextual Bandits

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Synthetic Linear Bandit K=5000, d=10

4.15Average Runtime (s)

12

Jun 2, 2026

Normal Contexts K=100, d=30 synthetic (test)

0.95Average Runtime (s)

6

Jun 2, 2026

Normal Contexts K=50, d=20 synthetic (test)

0.54Average Runtime (s)

6

Jun 2, 2026

Normal Contexts K=1000, d=5 synthetic (test)

1.15Average Runtime (s)

6

Jun 2, 2026

Synthetic Linear Bandit (K=100, d=30)

0.61Average Runtime (s)

6

Jun 2, 2026

Synthetic Linear Bandit K=50, d=20

0.42Average Runtime (s)

6

Jun 2, 2026

Synthetic Linear Bandit K=1000, d=5

0.85Average Runtime (s)

6

Jun 2, 2026

Theoretical Linear Contextual Bandits

1Instance Dependent Regret

4

Jun 9, 2026