AWhat changed
Asynchronously trains a population, copies promising members' weights/hyperparameters and perturbs hyperparameters to discover schedules within continuing training runs.
Scientific scope
Asynchronously trains a population, copies promising members' weights/hyperparameters and perturbs hyperparameters to discover schedules within continuing training runs. A population consumes more total resources than one member; low orchestration overhead is not zero tuning cost or guaranteed global optimization.
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 population consumes more total resources than one member; low orchestration overhead is not zero tuning cost or guaranteed global optimization.
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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