What is recorded here?
Combines Hyperband's multi-fidelity allocation with multidimensional density-estimation guidance, using the largest sufficiently populated budget model and retaining random exploration.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
It reuses Hyperband/TPE ideas; low-fidelity rankings can mislead and a fixed positive random-sampling fraction underlies the asymptotic fallback argument. Empirical anytime gains do not certify a finite-budget global optimum.
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People and systems
Stefan Falkner; Aaron Klein; Frank Hutter
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
BOHB model-based Hyperband optimization
Combines Hyperband's multi-fidelity allocation with multidimensional density-estimation guidance, using the largest sufficiently populated budget model and retaining random exploration.
Scientific scope
It reuses Hyperband/TPE ideas; low-fidelity rankings can mislead and a fixed positive random-sampling fraction underlies the asymptotic fallback argument. Empirical anytime gains do not certify a finite-budget global optimum.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Stefan Falkner; Aaron Klein; Frank Hutter
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.