1dbS5bOv2lOsTnjVbAa+/g==;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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