Historical milestone · 1995

    Internal model for sensorimotor integration

    Reviewed through September 18, 2026

    1995 · Historical milestone

    Internal model for sensorimotor integration

    Era
    1990s
    Theme
    Embodied AI & world models
    Evidence form
    Participants moved a hand in darkness under external forces; the temporal propagation of localization errors was compared with optimal state-estimation predictions
    School / paradigm
    Computational motor control
    Institution / context
    MIT
    Researchers
    Daniel Wolpert; Zoubin Ghahramani; Michael Jordan

    Understand

    Plain-language record, transferred from the reviewed source module.

    Theory or experimental setup. Provided experimental support that the nervous system uses an internal forward model to estimate body state.

    Result / historical claim. A constrained motor task does not establish a unitary general-purpose world model.

    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. Participants moved a hand in darkness under external forces; the temporal propagation of localization errors was compared with optimal state-estimation predictions

    Limitation / debate. Predictive control, learned dynamics, state estimation, sim-to-real adaptation, and action-conditioned models.

    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

    A reproduction tutorial is linked only when one exists for this exact record.

    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.

    Related