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Layerwise “surprise” signal for OOD detection [R]

Via r/MachineLearning
Tuesday, Apr 14, 2026 · 9:17PM
Summary

Hey everyone, Nervecode is a small PyTorch-based OOD detection idea that adds lightweight observe-only wrappers to selected layers and produces a layerwise “surprise” signal during the normal forward pass. On MNIST→FashionMNIST it hit .992 AUROC, outperforming Energy and MSP. The layerwise breakdown

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