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20192026
most citedInformed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems

806 citations · 810 across the 9 of their papers we have counts for

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cs.LG2026

Bayesian Optimization with Fisher Information Geometry: Gradient Bounds and Trust-Region Methods

Saksham Kiroriwal, Julius Pfrommer, Jürgen Beyerer

We study Bayesian optimization (BO) through the lens of information geometry. Pulling back the Fisher information metric through the surrogate posterior map yields a local sensitiv…