2 papers
cs.LG2026
Bayesian Optimization with Preference Exploration using a Monotonic Neural Network Ensemble
Hanyang Wang, Juergen Branke, Matthias Poloczek
Many real-world black-box optimization problems have multiple conflicting objectives. Rather than attempting to approximate the entire set of Pareto-optimal solutions, interactive…
cs.LG2025
Respecting the limit:Bayesian optimization with a bound on the optimal value
Hanyang Wang, Juergen Branke, Matthias Poloczek
In many real-world optimization problems, we have prior information about what objective function values are achievable. In this paper, we study the scenario that we have either ex…