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cs.LG2022★ 2 cited
Gradient-Based Adversarial and Out-of-Distribution Detection
Jinsol Lee, Mohit Prabhushankar, Ghassan AlRegib
We propose to utilize gradients for detecting adversarial and out-of-distribution samples. We introduce confounding labels -- labels that differ from normal labels seen during trai…
cs.LG2022★ 3 cited
Explanatory Paradigms in Neural Networks
Ghassan AlRegib, Mohit Prabhushankar
In this article, we present a leap-forward expansion to the study of explainability in neural networks by considering explanations as answers to abstract reasoning-based questions.…