AWhat changed
Designed a structured shared-vector/matrix parameter-server system with batched asynchronous communication, selectable consistency, elasticity and fault recovery for large learning workloads.
Scientific scope
Designed a structured shared-vector/matrix parameter-server system with batched asynchronous communication, selectable consistency, elasticity and fault recovery for large learning workloads. Source expressly calls this a third-generation implementation, not invention of the parameter-server concept or all distributed learning. Nine original authors across CMU/Baidu/Google; not the separate four-author communication-efficiency paper. Recovery/scale examples are tested-system properties under stated failures, not universal fault or convergence guarantees.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Source expressly calls this a third-generation implementation, not invention of the parameter-server concept or all distributed learning. Nine original authors across CMU/Baidu/Google; not the separate four-author communication-efficiency paper. Recovery/scale examples are tested-system properties under stated failures, not universal fault or convergence guarantees.
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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