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News/Calibrating Uncertainty for Zero-Shot Adversarial CLIP
arxiv
PublishedJune 2, 2026 at 4:00 AM

Calibrating Uncertainty for Zero-Shot Adversarial CLIP

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arXiv:2512.12997v2 Announce Type: replace-cross Abstract: CLIP delivers strong zero-shot classification but remains highly vulnerable to adversarial attacks. Prior adversarial fine-tuning work primarily matches predicted logits between clean and adversarial examples, which overlooks uncertainty cali

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