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Sebastian Gottwald

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#machine learning Preprint Sep 2026

StarWM: Self-Supervised Trained Attention Routing for Robust World Models

StarWM is proposed, which uses a cross-attention module trained on self-supervised dynamics to decide where reconstruction applies and preserves state attributes with near-perfect fidelity through long-horizon imagination while systematically discarding distractors.

Zeqiang Zhang, Fabian Wurzberger, Maximilian Otte et al. · 0 citations

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