BWhat changed
Separated shared compressed data chunks from table items, configurable sampling/removal policies and rate limiters, enabling distributed replay/queue workloads and sample-to-insert control.
Scientific scope
Separated shared compressed data chunks from table items, configurable sampling/removal policies and rate limiters, enabling distributed replay/queue workloads and sample-to-insert control. Infrastructure for inherited experience/prioritized replay, not a new RL objective or invention of replay. Reported thousands-client scale is empirical; correct learning still depends on data policies and sampling ratios. Distinct from Acme agent abstractions and SEED's central-inference architecture.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Infrastructure for inherited experience/prioritized replay, not a new RL objective or invention of replay. Reported thousands-client scale is empirical; correct learning still depends on data policies and sampling ratios. Distinct from Acme agent abstractions and SEED's central-inference architecture.
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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