Bayesian Optimization

PLMBO (Preference Learning Multi-Objective Bayesian Optimization)
Interatctive multi-objective Bayesian optimization based on user preference
Sampler Interactive Optimization Bayesian Optimization Multi-Objective Optimization Preference Learning Active Learning

PFNs4BO sampler
In-context learning for Bayesian optimization. This sampler uses Prior-data Fitted Networks (PFNs) as a surrogate model for Bayesian optimization.
Sampler Bayesian Optimization Pre-Trained Model

HEBO (Heteroscedastic and Evolutionary Bayesian Optimisation)
HEBO addresses the problem of noisy and heterogeneous objective functions by using a heteroscedastic Gaussian process and an evolutionary algorithm.
Sampler Bayesian Optimization Heteroscedastic Gaussian Process Evolutionary Algorithm