TrapVLA: Precise Failure Injection Against VLA Manipulation Policies

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TrapVLA triggers precise failure modes in VLA models — closing the gripper too early, grasping at a configured offset, opening before the target, or releasing at a set location. Rather than memorizing fixed attacks, it learns the tiny action residuals that cause the failure, offering a new lens for evaluating embodied manipulation robustness.