+FI5A2xQex++fZ2SShVClQ==;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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
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Calibration and other training choices
- Temperature scaling vs. label smoothing: side-by-side
- Interview framing
- Connections