multi-objective Bayesian optimization

2 papers across 2 sessions

Poster Session 4

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Covering Multiple Objectives with a Small Set of Solutions Using Bayesian Optimization

#915 · Natalie Maus, Kyurae Kim, Yimeng Zeng, Haydn Jones, Fangping Wan, Marcelo Der Torossian Torres, Cesar de la Fuente-Nunez, Jacob Gardner

Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Amortized Active Generation of Pareto Sets

#911 · Daniel Steinberg, Asiri Wijesinghe, Rafael Oliveira, Piotr Koniusz, Cheng Soon Ong, Edwin Bonilla

We learn a generative model of the Pareto set that can be conditioned on subjective preferences, without retraining, for online multi-objective optimization tasks on discrete/mixed spaces.