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All SourcesarXiv
#VQA robustness

Few Tokens Matter: Entropy Guided Attacks on Vision-Language Models

Intermediate
Mengqi He, Xinyu Tian et al.Dec 26arXiv

The paper shows that when vision-language models write captions, only a small set of uncertain words (about 20%) act like forks that steer the whole sentence.

#vision-language models#autoregressive generation#entropy