Beyond Behaviour: A Stimulus-Response Safety Evaluation of Vision-Language-Action Models

Humans exhibit biological sensitivity to safety-critical stimuli that can trigger defensive action. Across three models and two video benchmarks, we investigate whether similar responses emerge in vision-language-action models by examining their internal representations and action tendencies in response to visible hazards and harmful consequences. Our findings suggest that task execution may remain the default response even when danger is internally registered.

Authors

Publication Details

Journal
arXiv (Cornell University)
Published
2026-10-26
DOI
https://doi.org/10.48550/arxiv.2610.34837
Primary Topic
Multimodal Machine Learning Applications
Type
preprint
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preprint

Beyond Behaviour: A Stimulus-Response Safety Evaluation of Vision-Language-Action Models

Dinh Phung, Vy Vo
arXiv (Cornell University)
Multimodal Machine Learning Applications
preprint

Beyond Behaviour: A Stimulus-Response Safety Evaluation of Vision-Language-Action Models

Dinh Phung, Vy Vo
preprint en

Abstract

Humans exhibit biological sensitivity to safety-critical stimuli that can trigger defensive action. Across three models and two video benchmarks, we investigate whether similar responses emerge in vision-language-action models by examining their internal representations and action tendencies in response to visible hazards and harmful consequences. Our findings suggest that task execution may remain the default response even when danger is internally registered.

arXiv (Cornell University)
Multimodal Machine Learning Applications
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Beyond Behaviour: A Stimulus-Response Safety Evaluation of Vision-Language-Action Models — Dinh Phung, Vy Vo · arXiv (Cornell University) (2026) | TGRS Research Map | TGRS