most citedLADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers

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cs.CR2026

COMIC: Reference-Aware Safety Gating for Multimodal Large Language Models

Md Abdullahil Oaphy, Anhao Xiang, Zongxing Xie +3

Multimodal large language models (MLLMs) are increasingly used to interact with screenshots, scanned documents, diagrams, and other visually grounded inputs. This shift introduces…