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Found 3 papers, 2 papers with code
Model-based Causal Bayesian Optimization
We formalize this generalization of CBO as Adversarial Causal Bayesian Optimization (ACBO) and introduce the first algorithm for ACBO with bounded regret: Causal Bayesian Optimization with Multiplicative Weights (CBO-MW).
Model-based Causal Bayesian Optimization
How should we intervene on an unknown structural equation model to maximize a downstream variable of interest?
Risk-averse Heteroscedastic Bayesian Optimization
We generalize BO to trade mean and input-dependent variance of the objective, both of which we assume to be unknown a priori.
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