EPOS constructs an ensemble of Pareto-optimal RBFN surrogates via NSGA-II trading accuracy against complexity, and uses LCB with ensemble disagreement to outperform state-of-the-art SAEAs on 1000-FE budgets.
Differential Evolution – A Simple and Efficient Heuristic for Global Optimization over Continuous Spaces,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
method 1
citation-polarity summary
fields
cs.NE 1years
2026 1verdicts
CONDITIONAL 1roles
method 1polarities
use method 1representative citing papers
citing papers explorer
-
An Evolutionary Algorithm Assisted by an Ensemble of Pareto-Optimal Surrogate Models
EPOS constructs an ensemble of Pareto-optimal RBFN surrogates via NSGA-II trading accuracy against complexity, and uses LCB with ensemble disagreement to outperform state-of-the-art SAEAs on 1000-FE budgets.