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Om Naphade

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#artificial intelligence Preprint Sep 2026

LePlanner: An Iterative Amortized Controller For World Models

World models trained with joint-embedding predictive architectures learn compact, structured latent representations from physical interaction, yet planning in these latent spaces typically relies on one of two costly approaches. Search-based planners such as CEM, MPPI, and iCEM optimize action sequences through many pr...

Saksham Bansal, Om Naphade, Chayan Aggarwal et al. · 0 citations

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