> For the complete documentation index, see [llms.txt](https://agi.university/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://agi.university/the-nonstochastic-multiarmed-bandit-problem.md).

# The nonstochastic multiarmed bandit problem

\[9] P. Auer, N. Cesa-Bianchi, Y. Freund, and R. E. Schapire. The nonstochastic multiarmed bandit problem. SIAM journal on computing, 32:48–77, 2002.