BWhat changed
Estimated embedding-row importance using runtime access frequency and gradient magnitude, coordinating distributed admission and pruning to retain useful rows under an embedding memory budget.
Scientific scope
Estimated embedding-row importance using runtime access frequency and gradient magnitude, coordinating distributed admission and pruning to retain useful rows under an embedding memory budget. Importance estimates are online proxies, not a proof of globally optimal pruning or guaranteed future accuracy. Monitoring/coordinator costs and nonstationary accesses matter. Smaller deployed tables and empirical quality gains are separate from RecShard/FlexShard placement of a fixed table.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Importance estimates are online proxies, not a proof of globally optimal pruning or guaranteed future accuracy. Monitoring/coordinator costs and nonstationary accesses matter. Smaller deployed tables and empirical quality gains are separate from RecShard/FlexShard placement of a fixed table.
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.
Full scientific record · Browse contribution grades · Request a correction