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15 search results found

Awesome Conformal Prediction ⭐ 3,097

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

Fortuna ⭐ 824

A Library for Uncertainty Quantification.

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

Conformal classifiers, regressors and predictive systems

Conformal Predictions From Scratch ⭐ 118

Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.

Conffusion ⭐ 37

Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.

Lightning Uq Box ⭐ 35

Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning

Conformal Risk ⭐ 33

Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.

Conformal Metalearners ⭐ 26

[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

Conformalized Gnn ⭐ 17

Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)

Conditional Conformal Pvalues ⭐ 9

Conditional calibration of conformal p-values for outlier detection.

Conformal Bayesopt ⭐ 9

Bayesian optimization with conformal coverage guarantees

Private_prediction_sets ⭐ 7

Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.

Conformers ⭐ 6

Unofficial implementation of Conformal Language Modeling by Quach et al

Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems

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