Search Results for author: Anastasiia Makarova

Found 3 papers, 2 papers with code

Model-based Causal Bayesian Optimization

no code implementations31 Jul 2023 Scott Sussex, Pier Giuseppe Sessa, Anastasiia Makarova, Andreas Krause

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).

Bayesian Optimization counterfactual

Model-based Causal Bayesian Optimization

1 code implementation18 Nov 2022 Scott Sussex, Anastasiia Makarova, Andreas Krause

How should we intervene on an unknown structural equation model to maximize a downstream variable of interest?

Bayesian Optimization

Risk-averse Heteroscedastic Bayesian Optimization

1 code implementation NeurIPS 2021 Anastasiia Makarova, Ilnura Usmanova, Ilija Bogunovic, Andreas Krause

We generalize BO to trade mean and input-dependent variance of the objective, both of which we assume to be unknown a priori.

Bayesian Optimization

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