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Hossein Resani

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#machine learning Preprint Oct 2026

Inside-JEPA: From Prediction to Relational Grounding in Latent World Models

Joint-embedding predictive architectures (JEPAs) learn world models in latent space, enabling efficient planning but leaving their states opaque. We introduce Inside-JEPA, which places relational channels for ordered entity pairs inside the JEPA latent state and shows that an inverse-dynamics loss can ground these chan...

Hossein Resani, J. Shi · 0 citations

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