FigBO augments any myopic acquisition function with a decaying global-information-gain term and claims faster convergence with an unchanged asymptotic rate.
IEEE Transactions on Pattern Analysis and Machine Intelligence 44(9), 5503–5515 (2021)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
FigBO: A Generalized Acquisition Function Framework with Look-Ahead Capability for Bayesian Optimization
FigBO augments any myopic acquisition function with a decaying global-information-gain term and claims faster convergence with an unchanged asymptotic rate.