/OGzX9OXDRM+Rr/iVgGSEQ==;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
- What calibration means
-
Measuring calibration
- Why deep models are miscalibrated
-
Calibration properties of each loss
- Cross-entropy (CCE / BCE) — theoretically correct, practically overconfident
- Label smoothing — less overconfident, but systematically biased
- Focal loss — deliberately miscalibrated
- Class-weighted losses — shift the decision boundary, not the calibration
- Regression losses and calibration
- Knowledge distillation — inherits the teacher's calibration
- Contrastive / ranking losses — calibration is irrelevant
- The clean mental model
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Temperature scaling
- Calibration hierarchy
- CCE vs. label smoothing for calibration: the full picture
-
Calibration and other training choices
- Temperature scaling vs. label smoothing: side-by-side
- Interview framing
- Connections