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Platonic Representation Hypothesis on World Models
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world modelslatent structurepredictive consistency
2608.23720
Builder Relevance
3h ago70%
Abstract
This paper investigates the Platonic Representation Hypothesis in world models, proposing that optimization encourages heterogeneous models to converge toward a shared latent structure.
Reality Card
Core Claim
The study demonstrates that capable world models evolve toward geometrically similar internal structures, supporting the Predictive Consistency Assumption.
Method / Result
Internal features of one world model can be mapped to another with limited performance degradation, indicating functional compatibility.
Limitations
The fundamental nature of learned representations remains poorly understood, which may affect reproducibility.
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