LogitDynamics detects errors in ViT predictions by training a linear probe on layerwise logit values and top-class instability statistics extracted via auxiliary heads.
Detecting adver- sarial examples and other misclassifications in neural net- works by introspection.arXiv preprint arXiv:1905.09186
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
LogitDynamics: Reliable ViT Error Detection from Layerwise Logit Trajectories
LogitDynamics detects errors in ViT predictions by training a linear probe on layerwise logit values and top-class instability statistics extracted via auxiliary heads.