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Donna Vakalis

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Preprint Jul 2026

What a World Model Represents Is Three Questions

What a world model represents is three questions: what information is reachable, what supervision admits, and which competing route carries it, as well as which eligible route carries it.

Donna Vakalis · 0 citations
#machine learning Preprint Aug 2026

The Intervention Gap in Latent World Models

It is concluded that intervention fidelity must be audited directly, capture-first, on the model's native interface, on the model's native interface.

Donna Vakalis · 3 citations · ⚡1

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