Historical milestone · 2016
Differentiable Neural Computer
Reviewed through September 18, 2026
2016 · Historical milestone
Differentiable Neural Computer
- Era
- 2010s
- Theme
- AI paradigms & knowledge representation
- Evidence form
- Peer-reviewed experiments
- School / paradigm
- Differentiable memory / hybrid computation
- Institution / context
- Google DeepMind
- Researchers
- Alex Graves; Greg Wayne; Malcolm Reynolds; Ivo Danihelka; DeepMind team
Understand
Plain-language record, transferred from the reviewed source module.
Theory or experimental setup. Added dynamic allocation and temporal links to external memory; tested synthetic question answering, graph traversal, and a block puzzle.
Result / historical claim. Showed learned read-write memory supporting structured operations that ordinary recurrent networks could not solve as effectively.
Apply
Professional implication, only where the reviewed record states one.
The checked-in record does not state a separate professional application for this entry. The topic page places it in the wider research lineage: .
Verify
Evidence status, stated limitations, and the external sources this record actually carries.
Evidence form. Peer-reviewed experiments
Limitation / debate. Evaluation remained concentrated on structured toy domains and required complex, expensive training.
Source status. This milestone row does not carry a primary-source URL in the approved export, and we do not have a verified link for it in our own research. We do not guess one.
No primary-source URL is recorded for this entry in our reviewed data. Rather than manufacture a citation, we link the Implement Agentic research page that carries the record.
Reproduce
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Cite or share
APA-like: This historical record carries a year only, and no author or publisher of record in the checked-in data. An APA reference would have to invent that metadata.
BibTeX: BibTeX requires an author and publication venue. Historical lineage entries store a narrative record and its source link, not structured authorship, so the field would be fabricated.