Author

N. Dancause

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#machine learning May 2025

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.

J. D. Guerra, T. Garbay, N. Dancause et al. · arXiv.org · 0 citations