GRACE improves ID accuracy by 10.8% and adversarial accuracy by 13.5% on ImageNet-tuned CLIP while holding OOD accuracy near the zero-shot baseline.
Lipsum-FT: Ro- bust fine-tuning of zero-shot models using random text guid- ance
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The Geometry of Robustness: Optimizing Loss Landscape Curvature and Feature Manifold Alignment for Robust Finetuning of Vision-Language Models
GRACE improves ID accuracy by 10.8% and adversarial accuracy by 13.5% on ImageNet-tuned CLIP while holding OOD accuracy near the zero-shot baseline.