AWhat changed
Evaluated low-rank/random-mask structured updates and post-update subsampling/probabilistic quantization, using structured random rotations to improve compressed update quality.
Scientific scope
Evaluated low-rank/random-mask structured updates and post-update subsampling/probabilistic quantization, using structured random rotations to improve compressed update quality. A communication layer distinct from FedAvg's local-step aggregation. Unbiased estimators under specified sampling do not imply identical learning trajectories or universal convergence; high-rank compression degraded the tested convolutions. CIFAR-10 upload-budget gains are not arbitrary-task accuracy guarantees or privacy protection.
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 communication layer distinct from FedAvg's local-step aggregation. Unbiased estimators under specified sampling do not imply identical learning trajectories or universal convergence; high-rank compression degraded the tested convolutions. CIFAR-10 upload-budget gains are not arbitrary-task accuracy guarantees or privacy protection.
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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