54 citations · 227 across the 36 of their papers we have counts for
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cs.NE2014
Maximum Likelihood-based Online Adaptation of Hyper-parameters in CMA-ES
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag +1
The Covariance Matrix Adaptation Evolution Strategy (CMA-ES) is widely accepted as a robust derivative-free continuous optimization algorithm for non-linear and non-convex optimiza…
cs.LG2014★ 54 cited
Exploration vs Exploitation vs Safety: Risk-averse Multi-Armed Bandits
Nicolas Galichet, Michèle Sebag, Olivier Teytaud
Motivated by applications in energy management, this paper presents the Multi-Armed Risk-Aware Bandit (MARAB) algorithm. With the goal of limiting the exploration of risky arms, MA…