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Author

Benjamin Ramtoula

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Preprint Sep 2026

Beyond Visual Quality: A Study of Test-Time Planning with World Action Models

World action models generate actions together with visual predictions of their consequences. These paired outputs create the potential for planning by sampling multiple actions from one state, comparing their imagined outcomes, and choosing the action with the most promising predicted outcome. However, how to use imagi...

Jian-Hao Yuan, Yuan-Yuan Yuan, Benjamin Ramtoula et al. · 0 citations

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