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VLA models introduce a fundamentally new risk landscape compared to LLMs or robotics alone, demanding a unified safety perspective that considers irreversible physical consequences and multimodal attack surfaces.
Forget hand-crafted membership inference attacks - AutoMIA learns better strategies automatically, adapting to different models and eliminating the need for manual feature engineering.