AWhat changed
Combined slowly learned state embeddings with a large semi-tabular episodic key/value memory whose value estimates can update rapidly and be retrieved using nearest-neighbor lookup.
Scientific scope
Combined slowly learned state embeddings with a large semi-tabular episodic key/value memory whose value estimates can update rapidly and be retrieved using nearest-neighbor lookup. General non-biological ML contribution; brain inspiration is not a biological result. Inherits episodic control, nearest-neighbor methods and value learning. Fast incorporation of selected experience is not universally human-like one-shot learning or guaranteed improvement; original shortened Adrià Puigdomènech label is preserved.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. General non-biological ML contribution; brain inspiration is not a biological result. Inherits episodic control, nearest-neighbor methods and value learning. Fast incorporation of selected experience is not universally human-like one-shot learning or guaranteed improvement; original shortened Adrià Puigdomènech label is preserved.
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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