BWhat changed
Combines architecture/training configuration search, BOHB multi-fidelity budgets, portfolio warmstarts and post-hoc ensembling for tabular automated learning.
Scientific scope
Combines architecture/training configuration search, BOHB multi-fidelity budgets, portfolio warmstarts and post-hoc ensembling for tabular automated learning. BOHB and ensemble-selection mechanisms are inherited, not newly invented. Performance concerns the specified configuration spaces and benchmarks, with search and training budgets; not a guaranteed best learner for arbitrary datasets.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. BOHB and ensemble-selection mechanisms are inherited, not newly invented. Performance concerns the specified configuration spaces and benchmarks, with search and training budgets; not a guaranteed best learner for arbitrary datasets.
Contributors
- Source-listed authors and technical contributors · SCIENCE: 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.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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