Skip to content

Add ConformalRiskCalibrator and ConformalRiskPredictor for conformal risk control prediction sets #8939

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
txmed82 wants to merge 2 commits into
base: dev
Choose a base branch
from
Open

Add ConformalRiskCalibrator and ConformalRiskPredictor for conformal risk control prediction sets #8939

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
2 commits
Select commit Hold shift + click to select a range
25c9b1c
Add ConformalRiskCalibrator and ConformalRiskPredictor for conformal …
txmed82 Jun 21, 2026
6b0fc27
Address Code Rabbit review: validate labels, lam_grid, loss_fn; chunk…
txmed82 Jun 21, 2026
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
20 changes: 20 additions & 0 deletions docs/source/metrics.rst
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -203,6 +203,26 @@ Metrics
:members:


`Conformal Risk Control`
------------------------
.. autoclass:: ConformalRiskCalibrator
:members:

.. autoclass:: ConformalRiskPredictor
:members:
:special-members: __call__

.. autoclass:: Coverage
:members:

.. autoclass:: SetSize
:members:

.. autofunction:: compute_coverage

.. autofunction:: compute_set_size


Utilities
---------
.. automodule:: monai.metrics.utils
Expand Down
8 changes: 8 additions & 0 deletions monai/metrics/__init__.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,14 @@
from .active_learning_metrics import LabelQualityScore, VarianceMetric, compute_variance, label_quality_score
from .average_precision import AveragePrecisionMetric, compute_average_precision
from .calibration import CalibrationErrorMetric, CalibrationReduction, calibration_binning
from .conformal_risk import (
ConformalRiskCalibrator,
ConformalRiskPredictor,
Coverage,
SetSize,
compute_coverage,
compute_set_size,
)
from .confusion_matrix import ConfusionMatrixMetric, compute_confusion_matrix_metric, get_confusion_matrix
from .cumulative_average import CumulativeAverage
from .embedding_collapse import EmbeddingCollapseMetric, compute_embedding_collapse
Expand Down
Loading
Loading