9.4k citations · 11.7k across the 21 of their papers we have counts for
4 papers · 1 filter
Alternative Restart Strategies for CMA-ES
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag
This paper focuses on the restart strategy of CMA-ES on multi-modal functions. A first alternative strategy proceeds by decreasing the initial step-size of the mutation while doubl…
Black-box optimization benchmarking of IPOP-saACM-ES and BIPOP-saACM-ES on the BBOB-2012 noiseless testbed
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag
In this paper, we study the performance of IPOP-saACM-ES and BIPOP-saACM-ES, recently proposed self-adaptive surrogate-assisted Covariance Matrix Adaptation Evolution Strategies. B…
Black-box optimization benchmarking of IPOP-saACM-ES on the BBOB-2012 noisy testbed
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag
In this paper, we study the performance of IPOP-saACM-ES, recently proposed self-adaptive surrogate-assisted Covariance Matrix Adaptation Evolution Strategy. The algorithm was test…
Self-Adaptive Surrogate-Assisted Covariance Matrix Adaptation Evolution Strategy
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag
This paper presents a novel mechanism to adapt surrogate-assisted population-based algorithms. This mechanism is applied to ACM-ES, a recently proposed surrogate-assisted variant o…