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conformal-fp

Conformal Prediction Sets with Limited False Positives

conformal-label-noise

This repository implements conformal prediction methods for classification tasks that can automatically adapt to random label contamination in the calibration sample.

conformal-learning

Code related to different aspects of conformal learning

conformal-metalearners

Codebase for the paper "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

conformal-metric

Implementation for our paper "Metric-guided Image Reconstruction Bounds via Conformal Prediction".

conformal-partial-labels

Conformal prediction for partial label learning

conformal-prediction

Lightweight, useful implementation of conformal prediction on real data.

conformal-prediction-1

Repositório contendo materiais de estudo sobre Predição Conforme.

conformal-prediction-2

conformal-prediction-beyond-exchangeability

conformal-prediction-implementation-using-python

Implementation of Conformal Prediction Machine Learning algorithm from scratch in Python and use it for Transfer Learning. This is my Dissertation project for my Masters in Data Science and Analytics. Grade: 80%

conformal-prediction-jan2024

An introduction to conformal prediction

conformal-prediction-multiuser

conformal-prediction-of-multi-class-structured-label-spaces

Conformal prediction for multi-class classification research to enhance reliability and accuracy using machine learning models on CIFAR-100 and Greek character recognition, comparing SVM, RF, LR, and Bagging classifiers using Python.

conformal-prediction-on-a-plant-village-dataset

conformal-prediction-on-time-series

conformal-prediction-utility

ACM CHI'24 Paper titled "Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling"

conformal-prediction_

conformal-predictions-from-scratch

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

conformal-prescriptive-monitoring

Intervening With Confidence: Conformal Prescriptive Monitoring of Business Processes

conformal-risk

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

conformal-rnn

Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.

conformal-rul-intervals

conformal-segmentation

Conformal prediction for uncertainty quantification in image segmentation

conformal-selection

Repository for R package and reproduction codes in Weighted Conformalized Selection paper

conformal-spatial-interference

Conformal prediction for causal effects under spatial interference

conformal-tights

Conformal Tights is a scikit-learn meta-estimator that adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor

conformal-time-series

Conformal prediction for time-series applications.

conformal.glm

conformal prediction for generalized linear regression models

conformalbayes

Jackknife(+) Predictive Intervals for Bayesian Models