854 citations · 854 across the 2 of their papers we have counts for
2 papers
stat.ML2026
Spectral bandits for smooth graph functions with applications in recommender systems
Tomáš Kocák, Michal Valko, Rémi Munos +2
Smooth functions on graphs have wide applications in manifold and semi-supervised learning. In this paper, we study a bandit problem where the payoffs of arms are smooth on a graph…
cs.LG2011★ 854 cited
Analysis of Thompson Sampling for the multi-armed bandit problem
Shipra Agrawal, Navin Goyal
The multi-armed bandit problem is a popular model for studying exploration/exploitation trade-off in sequential decision problems. Many algorithms are now available for this well-s…