invertible-logits-transformation

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Invertible Logits Transformation for Accuracy-Preserving Post-Hoc Uncertainty Calibration

arXiv cs.LG · 2026-08-12 Cached

The paper proposes Invertible Logits Transformation (InvLT), a post-hoc calibration method that applies a learnable scalar MLP element-wise to logits, preserving accuracy while correcting nonlinear miscalibration more flexibly than temperature scaling.

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