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Shashank Hegde

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#artificial intelligence Preprint Oct 2026

LeWAM: A JEPA World Action Model with Diffusion-Steering-Based MPC

World action models (WAMs) predict actions and future observations, typically from a reconstruction-based representation that carries noisy, redundant information which can complicate downstream predictions. We introduce LeWAM, a bidirectional transformer for forward, backward, inverse dynamics and policy prediction, o...

Shashank Hegde, Alexander Popov, Elie Aljalbout et al. · 0 citations

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