WRSWorld Research StateContribute
My reading

Computing & AI · Source-linked note

Neural Episodic Control: fast value memory with learned keys

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.

What is recorded here?

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.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

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.

Read the original work

This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.

Optional · put your agent to work

Build on this exact record

Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.

Draft a question from this record

The draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.

See an example before starting · Suggest a correction

People and systems

Alexander Pritzel; Benigno Uria; Sriram Srinivasan; Adrià Puigdomènech; Oriol Vinyals; Demis Hassabis; Daan Wierstra; Charles Blundell

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.

Research locations and affiliations

Location not yet established

This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.

English catalogue narrative

Neural Episodic Control: fast value memory with learned keys

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

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.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Alexander Pritzel; Benigno Uria; Sriram Srinivasan; Adrià Puigdomènech; Oriol Vinyals; Demis Hassabis; Daan Wierstra; Charles Blundell

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.

Original sources