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causal representation learning 1interpretability 1mechanistic world models 1modular architectures 1scientific discovery 1

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cs.AI2026

From Observation to Insight: Mechanistic World Models and the Quest for Autonomous Discovery

Ingmar Posner, Anson Lei, Bernhard Schölkopf

The paper introduces Mechanistic World Models, a framework that places reusable explanatory mechanisms at the core of AI systems to enable autonomous scientific discovery beyond me…