17 citations · 79 across the 16 of their papers we have counts for
3 papers · 1 filter
Online Model Selection: a Rested Bandit Formulation
Leonardo Cella, Claudio Gentile, Massimiliano Pontil
Motivated by a natural problem in online model selection with bandit information, we introduce and analyze a best arm identification problem in the rested bandit setting, wherein a…
Meta-learning with Stochastic Linear Bandits
Leonardo Cella, Alessandro Lazaric, Massimiliano Pontil
We investigate meta-learning procedures in the setting of stochastic linear bandits tasks. The goal is to select a learning algorithm which works well on average over a class of ba…
Validity, consonant plausibility measures, and conformal prediction
Leonardo Cella, Ryan Martin
Prediction of future observations is an important and challenging problem. The two mainstream approaches for quantifying prediction uncertainty use prediction regions and predictiv…