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Validating, Not Sampling: Region-Level Robustness of Vision-Language and Vision-Language-Action Models

arXiv:2609.22293v1 Announce Type: new Abstract: Vision-language models (VLMs) and vision-language-action models (VLAs) are increasingly deployed in real-world applications. There, a small perturbation to the recorded camera image may change a decision significantly. However, existing benchmarks for…

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  1. 2026-09-23 04:00 · arXiv cs.CV
    Validating, Not Sampling: Region-Level Robustness of Vision-Language and Vision-Language-Action Models

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