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cs.AI2026
GLARE: A Natural Language Interface for Querying Global Explanations
Bhavan Vasu, Rajesh Mangannavar
While global explanations are crucial for understanding vision models across datasets, classes, and decision contexts, their complex and monolithic nature often hinders practical e…
cs.CV2026
Local-to-Global Logical Explanations for Deep Vision Models
Bhavan Vasu, Giuseppe Raffa, Prasad Tadepalli
While deep neural networks are extremely effective at classifying images, they remain opaque and hard to interpret. We introduce local and global explanation methods for black-box…