TriGuard: Testing Model Safety with Attribution Entropy, Verification, and Drift

Dipesh Tharu Mahato, Rohan Poudel, Pramod Dhungana

Deep neural networks often achieve high accuracy, but ensuring their reliability under adversarial and distributional shifts remains a pressing challenge. We propose TriGuard, a un…