Preferences Evolve And So Should Your Bandits: Bandits with Evolving States for Online Platforms

no code implementations • 21 Jul 2023 • Khashayar Khosravi, Renato Paes Leme, Chara Podimata, Apostolis Tsorvantzis

We present online learning algorithms for any possible value of the evolution rate $\lambda$ and we show the robustness of our results to various model misspecifications.

Multi-Armed Bandits Recommendation Systems