Robuta

https://openreview.net/forum?id=XvmooikuHE Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization |... Hypervolume improvement (HVI) is commonly employed in multi-objective Bayesian optimization algorithms to define acquisition functions due to its... probability distribution hypervolume improvement objective bayesian https://openreview.net/forum?id=A7pvvrlv68 Parallel Bayesian Optimization of Multiple Noisy Objectives with Expected Hypervolume Improvement |... We propose a scalable method for parallel multi-objective Bayesian optimization with noisy observations and demonstrate that it achieves state-of-the... bayesian optimization parallel multiple https://openreview.net/forum?id=30NS22tgCW Optimal Scalarizations for Sublinear Hypervolume Regret | OpenReview Scalarization is a general, parallizable technique that can be deployed in any multiobjective setting to reduce multiple objectives into one, yet some have... optimal sublinear hypervolume regret openreview https://openreview.net/forum?id=fSa5IjNMmmi Multi-objective optimization via equivariant deep hypervolume approximation | OpenReview Hypervolume approximation using permutation invariant, scaling equivariant neural network multi objective optimization via equivariant deep hypervolume