Conformal Metric: everything related to translating conformal predictors into practice

Papers:

1. Regression Conformal Prediction under Bias
2. Metric-guided Image Reconstruction Bounds via Conformal Prediction

Code-base Implementations

1. Differentiable conformal predictors for minimizing bias (see bias)
2. Metric-guided calibration and retrieval for interpretable bounds and inliers+outliers (see metricguided)

Please consider citing:

@article{cheung2024bias,
  title={Regression Conformal Prediction under Bias},
  author={Cheung, Matt Y and Netherton, Tucker J and Court, Laurence E and Veeraraghavan, Ashok and Balakrishnan, Guha},
  journal={arXiv preprint arXiv:2410.05263},
  year={2024}
}

@article{cheung2024metric,
  title={Metric-guided Image Reconstruction Bounds via Conformal Prediction},
  author={Cheung, Matt Y and Netherton, Tucker J and Court, Laurence E and Veeraraghavan, Ashok and Balakrishnan, Guha},
  journal={arXiv preprint arXiv:2404.15274},
  year={2024}
}