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Yifan Lan

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  1. arXiv

    One character changed, the decision changed: 30 text models and 17 vision models take the same attack candidates

    DecisionRobust evaluates JEV-style decision models under text and image perturbations and prompt injection, and finds that 30 text models and 17 vision models take the same candidate set, with held-out models excluded from candidate selection also incurring errors while label-consistency checks sharply reduce apparent attack success.

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