AWhat changed
Provides compact self-contained value-based RL agents, replay components, experiment runners and reproducibility-oriented infrastructure for algorithmic research and instruction.
Scientific scope
Provides compact self-contained value-based RL agents, replay components, experiment runners and reproducibility-oriented infrastructure for algorithmic research and instruction. Initial scope is value-based Atari/ALE research; this does not invent DQN, Rainbow or implicit quantile networks. Compact/reliable are source design goals, not an independent code audit or a claim of best distributed throughput.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Initial scope is value-based Atari/ALE research; this does not invent DQN, Rainbow or implicit quantile networks. Compact/reliable are source design goals, not an independent code audit or a claim of best distributed throughput.
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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