Proposes SPMO framework with ESPI acquisition function to find one high-quality single solution in many-objective BO under limited budgets instead of approximating the entire Pareto front.
Botied: Multi-objective bayesian optimization with tied multivariate ranks.arXiv preprint arXiv:2306.00344
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Do We Really Need to Approach the Entire Pareto Front in Many-Objective Bayesian Optimisation?
Proposes SPMO framework with ESPI acquisition function to find one high-quality single solution in many-objective BO under limited budgets instead of approximating the entire Pareto front.