Gradient Short-Circuit masks the top-gradient feature coordinates, approximates the resulting logits with a first-order Taylor step, and reports large FPR95 improvements on standard OOD benchmarks.
Line: Out-of-distribution detection by leveraging important neurons
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Gradient Short-Circuit: Efficient Out-of-Distribution Detection via Feature Intervention
Gradient Short-Circuit masks the top-gradient feature coordinates, approximates the resulting logits with a first-order Taylor step, and reports large FPR95 improvements on standard OOD benchmarks.