BWhat changed
Profiled hashed embedding access distributions, pooling and coverage to formulate a mixed-integer placement problem balancing GPU work while allocating embedding rows between high-bandwidth and host memory.
Scientific scope
Profiled hashed embedding access distributions, pooling and coverage to formulate a mixed-integer placement problem balancing GPU work while allocating embedding rows between high-bandwidth and host memory. Optimality concerns the stated cost proxy and capacities, not arbitrary real execution time. Sampled distributions and cost estimates may drift; profiling and re-sharding have costs. Distinct from FlexShard's sequence-embedding communication and selective-replication problem.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Optimality concerns the stated cost proxy and capacities, not arbitrary real execution time. Sampled distributions and cost estimates may drift; profiling and re-sharding have costs. Distinct from FlexShard's sequence-embedding communication and selective-replication problem.
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