Bidirectional Information Flow (BIF) - A Sample Efficient Hierarchical Gaussian Process for Bayesian Optimization
B Bidirectional Information Flow is proposed, which establishes continuous two-way communication in hierarchical Gaussian Process models and proves analytically that the regret of a GP with a learned kernel scales linearly with the mismatch to the true kernel.