AWhat changed
Allows dynamic conditional search spaces in ordinary program control flow and combines sampler interfaces, early trial pruning and distributed-friendly optimization.
Scientific scope
Allows dynamic conditional search spaces in ordinary program control flow and combines sampler interfaces, early trial pruning and distributed-friendly optimization. A framework contribution rather than invention of TPE/CMA-ES/ASHA or guaranteed optimal tuning. The source's 2019 APIs and deployment capabilities are version-specific, not a claim about every later release. First-author star is correspondence.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. A framework contribution rather than invention of TPE/CMA-ES/ASHA or guaranteed optimal tuning. The source's 2019 APIs and deployment capabilities are version-specific, not a claim about every later release. First-author star is correspondence.
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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