Historical milestone · 2020
MuZero as a decision-focused world model
Reviewed through September 18, 2026
2020 · Historical milestone
MuZero as a decision-focused world model
- Era
- 2020s
- Theme
- Embodied AI & world models
- Evidence form
- Peer-reviewed game experiment
- School / paradigm
- Latent world modeling / planning
- Institution / context
- Google DeepMind
- Researchers
- Julian Schrittwieser; collaborators
Understand
Plain-language record, transferred from the reviewed source module.
Theory or experimental setup. Learned reward, policy, and value dynamics sufficient for search rather than reconstructing raw observations.
Result / historical claim. Relaxed the requirement that a learned world model predict every sensory detail.
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 game experiment
Limitation / debate. The representation remained task-specific, expensive, and did not establish causal or physical interpretability.
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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A reproduction tutorial is not yet available for this entry. The closest reviewed material is .
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.