The Portable Regime Score PRS=(B/|A|)(1-rho) captures and predicts acquisition function performance reversals in transfer Bayesian optimization, enabling a RegimePlanner that adapts and beats fixed baselines.
arXiv preprint arXiv:2204.11051 , year=
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CCBO enables collaborative contextual Bayesian optimization across clients with sublinear regret guarantees and shows substantial gains over non-collaborative methods in simulations and a hot rolling application even under heterogeneity.
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Regime-Conditioned Evaluation in Multi-Context Bayesian Optimization
The Portable Regime Score PRS=(B/|A|)(1-rho) captures and predicts acquisition function performance reversals in transfer Bayesian optimization, enabling a RegimePlanner that adapts and beats fixed baselines.
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Collaborative Contextual Bayesian Optimization
CCBO enables collaborative contextual Bayesian optimization across clients with sublinear regret guarantees and shows substantial gains over non-collaborative methods in simulations and a hot rolling application even under heterogeneity.