Historical milestone · 2018

    World Models

    Reviewed through September 18, 2026

    2018 · Historical milestone

    World Models

    Era
    2010s
    Theme
    Embodied AI & world models
    Evidence form
    Preprint + game experiments
    School / paradigm
    Model-based reinforcement learning
    Institution / context
    Google Brain; NNAISENSE
    Researchers
    David Ha; Jürgen Schmidhuber

    Understand

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

    Theory or experimental setup. Trained a visual encoder and recurrent dynamics model, then optimized a compact controller inside imagined rollouts.

    Result / historical claim. Showed that a controller could learn in a compressed learned world and transfer behavior to the environment.

    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: Embodied AI and world models.

    Verify

    Evidence status, stated limitations, and the external sources this record actually carries.

    Evidence form. Preprint + game experiments

    Limitation / debate. Evidence came from simple games, and controllers could exploit inaccuracies in the learned model.

    Source status. The source link below is the verified link our reviewed topic research already carries for this milestone.

    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 Embodied AI and world models.

    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.

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