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Querying just 40% of trajectories with entropy gating unlocks 99% of the accuracy gains from full map context in travel-mode recognition.
A single, static adversarial patch can cripple world action models across diverse tasks and architectures by inducing a stable, global representation shift, even without querying the target policy.