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VisualPatchWorld: Code World Models as Latent Structured Representations for Planning

First seen · 7/29/2026, 12:00 PMLatest activity · 7/29/2026, 12:00 PM

VisualPatchWorld (VPW) represents world dynamics as executable code. According to the supplied abstract, it uses short active probes to select a qualitative dynamics form, then fits free parameters from state-action traces by minimizing multi-step prediction error. The resulting program supports simulation, inspection, editing, and model-predictive control, with scene graphs providing updated state. The abstract reports 69.0% mean planning success, 23.5 percentage points above the strongest code baseline. However, the arXiv identifier and publication date point to July 2026, so the paper and results cannot currently be independently verified from the supplied metadata alone.

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  1. AggregatorHuggingFace Daily Papers7/29, 12:00 PMnot independentRepresentative
    VisualPatchWorld: Code World Models as Latent Structured Representations for Planning