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Elena Raponi

2 papers indexed

arxivcs.NEcs.CE2026-07-08

Sampling on Random Subspaces under Limited Data in the Context of Exploratory Landscape Analysis

Iván Olarte Rodríguez, Anja Jankovic, Thomas Bäck, Elena Raponi

Classical space-filling designs often fail to provide reliable statistical results for Exploratory Landscape Analysis (ELA) when only limited evaluation budgets are available, as commonly occurs in high-dimensional problems or other resource-constrained settings, resulting in noi…

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arxivcs.NEcs.AI2026-07-06

LLM-Driven Evolutionary Generation of Multi-Objective Bayesian Optimization Algorithms

Georgios Laskaris, Reuben Brasher, Niki van Stein, Elena Raponi, Thomas Bäck, Florian Neukart

Designing effective multi-objective Bayesian optimization (MOBO) algorithms requires balancing many interdependent design choices whose optimal configuration is problem-dependent and typically demands deep expertise. We extend the LLaMEA framework to MOBO, using large language mo…

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