2 papers
cs.LG2026
ProxyGuard: Direct Reliability Inference for Randomized Data Release Mechanisms with Shared Targets
Dipesh Tharu Mahato, Pramod Dhungana
Researchers often choose a proxy dataset from many releases, transformations, or seeds. Search can make an invalid release appear adequate, while one adequate release does not esta…
cs.LG2025
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…