AWhat changed
Encapsulated parallelism and resource requirements within reusable RL components built on Ray, enabling nested rollout, optimization and model-based workloads.
Scientific scope
Encapsulated parallelism and resource requirements within reusable RL components built on Ray, enabling nested rollout, optimization and model-based workloads. Inherits Ray and implemented RL algorithms; library composition is not invention of those algorithms. Scalability/performance claims are for tested reference workloads, not all nested distributed programs.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits Ray and implemented RL algorithms; library composition is not invention of those algorithms. Scalability/performance claims are for tested reference workloads, not all nested distributed programs.
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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