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scikit-learn-contrib / MAPIE

A scikit-learn-compatible library for estimating prediction intervals and controlling risks, based on conformal predictions.

python data-science sklearn regression classification confidence-intervals conformal-prediction risk-control

Updated Sep 8, 2026
Jupyter Notebook

valeman / awesome-conformal-prediction

Sponsor

Star

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

python machine-learning awesome r statistics ai probability uncertainty datascience probability-distribution awesome-list machinelearning deeplearning probability-distributions uncertainty-quantification uncertainty-estimation conformal-prediction explainable-ai robust-ml

Updated Aug 25, 2026

aangelopoulos / conformal-prediction

Star

Lightweight, useful implementation of conformal prediction on real data.

natural-language-processing computer-vision time-series uncertainty uncertainty-quantification uncertainty-estimation conformal time-series-prediction conformal-prediction distribution-shift conformal-inference

Updated Nov 14, 2025
Jupyter Notebook

awslabs / fortuna

Star

A Library for Uncertainty Quantification.

machine-learning ai deep-learning ml uncertainty calibration neural-networks flax bayesian-inference model-calibration uncertainty-quantification uncertainty-estimation conformal-prediction jax uncertainty-calibration

Updated Apr 23, 2025
Python

henrikbostrom / crepes

Star

Python package for conformal prediction

python machine-learning scikit-learn sklearn jupyter-notebook regression confidence-intervals uncertainty-quantification quantile-regression conformal-prediction prediction-intervals cumulative-distribution-function prediction-sets conformal-regressors conformal-predictive-systems conformal-classifiers conformal-test-martingales

Updated Jul 8, 2026
Python

ml-stat-Sustech / TorchCP

Star

A Python toolbox for conformal prediction research on deep learning models, using PyTorch.

graph regression classification uncertainty-quantification conformal-prediction large-language-models

Updated Aug 5, 2026
Python

deel-ai / puncc

Star

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

uncertainty-quantification uncertainty-estimation conformal-prediction conformal-regressors conformal-inference

Updated Sep 10, 2026
Python

yromano / cqr

Star

Conformalized Quantile Regression

deep-learning random-forest prediction pytorch fairness quantile-regression conformal-prediction random-forest-regression prediction-intervals algorithmic-fairness conformal-methods

Updated Feb 2, 2026
Jupyter Notebook

aangelopoulos / conformal_classification

Star

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

classifier machine-learning statistics deep-neural-networks computer-vision pytorch artificial-intelligence uncertainty vision neural-networks classification imagenet uncertainty-quantification nonparametric conformal nonparametric-statistics conformal-prediction distribution-free prediction-sets

Updated Jan 23, 2023
Jupyter Notebook

lightning-uq-box / lightning-uq-box

Star

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

deep-learning pytorch uncertainty-quantification earth-observation bayesian-neural-networks conformal-prediction pytorch-lightning predictive-uncertainty

Updated Sep 12, 2026
Python

joneswack / conformal-predictions-from-scratch

Star

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

python machine-learning numpy uncertainty-estimation conformal-prediction

Updated Jan 14, 2024
Jupyter Notebook

dobriban / Topics-In-Modern-Statistical-Learning

Star

Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc

machine-learning deep-learning prediction calibration uncertainty-quantification conformal-prediction tolerance-intervals

Updated May 17, 2024

JuliaTrustworthyAI / ConformalPrediction.jl

Star

Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.

machine-learning julia conformal-prediction predictive-uncertainty

Updated Feb 17, 2026
Julia

aangelopoulos / conformal-time-series

Star

Conformal prediction for time-series applications.

control time-series uncertainty controls control-systems uncertainty-quantification control-theory time-series-analysis conformal conformal-prediction

Updated Nov 30, 2023
Jupyter Notebook

eliahuhorwitz / Conffusion

Star

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

computer-vision deep-learning pytorch generative-model image-generation uncertainty-quantification super-resolution image-to-image uncertainty-estimation diffusion inpainting quantile-regression conformal-prediction prediction-intervals diffusion-models

Updated Nov 27, 2022
Python

hamrel-cxu / EnbPI

Star

Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction for time-series (journal, IEEE TPAMI)

machine-learning time-series prediction anomaly-detection conformal-prediction prediction-interval

Updated Nov 25, 2023
Jupyter Notebook

the agi compiler: records llm agent behavior, proves what repeats, and compiles it into verified, sandboxed wasm binaries that run for microdollars. nothing figured out twice, paper: https://arxiv.org/abs/2607.04542

agent compiler webassembly program-synthesis distillation conformal-prediction inference-optimization llm ai-infrastructure