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Counterfactual Neighborhood Risk Fields: Evidence-Grounded Selective Safety for Vision-Language Models

📅 2026-10-16 | 📰 arXiv - AI Research Papers
#ai-news #counterfactual #neighborhood #risk

arXiv:2610.20679v1 Announce Type: new Abstract: Representation-based safety defenses for vision-language models (VLMs) often learn to separate harmful from benign inputs, but separation alone does not establish what a risk score means or...

Read more: https://arxiv.org/abs/2610.20679