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@TaXxER TaXxER commented Dec 23, 2025

Incorporated content from multicalibration research papers into the documentation:

Some papers by others

  • Added use cases for multicalibration (downstream optimization, distribution shift robustness)
    • Kim et al. (2022) and Wu et al. (2024) for distribution shift robustness
  • Cited relevant academic papers for claims

Measuring Multi-calibration Paper (Guy et al., 2025)

  • Added new 'Measuring Multicalibration' page explaining the MCE metric
  • Covers Kuiper statistic approach, signal-to-noise weighting, usage examples
  • Updated sidebar navigation

'Multicalibration Yields Better Matchings'

  • Added a sentence on effects on optimization of downstream applications + link

@meta-cla meta-cla bot added the CLA Signed This label is managed by the Meta Open Source bot. label Dec 23, 2025
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meta-codesync bot commented Dec 23, 2025

@TaXxER has imported this pull request. If you are a Meta employee, you can view this in D89721479.

Incorporated content from MCGrad research papers into the documentation:

- Added use cases for multicalibration (downstream optimization, distribution shift robustness)
- Cited relevant academic papers for claims

- Added new 'Measuring Multicalibration' page explaining the MCE metric
- Covers Kuiper statistic approach, signal-to-noise weighting, usage examples
- Updated sidebar navigation

References:
- 'Multicalibration Yields Better Matchings' (AISTATS 2026) for downstream optimization
- Kim et al. (2022) and Wu et al. (2024) for distribution shift robustness
- Guy et al. (2025) for MCE metric methodology
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meta-codesync bot commented Dec 29, 2025

@TaXxER merged this pull request in fe76c0f.

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3 participants