---
title: "OPINE-World: Programmatic World Modeling with Ontology-error-Prioritized Interactive Exploration — Stuff That Spins"
description: "arXiv:2607.01531v1 Announce Type: new Abstract: Learning how an environment behaves from interaction is central to building agents that adapt to unfamiliar tasks. World models learned with deep networks are flexible but data-hungry and transfer poorly beyond their training distribution. Program-syn…"
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keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-07-03T04:00:00+00:00"
modified: "2026-07-03T04:00:47.015113+00:00"
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# OPINE-World: Programmatic World Modeling with Ontology-error-Prioritized Interactive Exploration

**Source:** Unknown  
**Published:** July 3, 2026  
**Original:** https://arxiv.org/abs/2607.01531  

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