prediction-sets

Here are 10 public repositories matching this topic...

henrikbostrom / crepes

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

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

zlin7 / FavMac

Star

Code for the ICML 2023 paper "Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control"

conformal-prediction prediction-sets icml-2023

Updated May 22, 2023
Python

sangdon / pac-ps-w

Star

PAC Prediction Sets Under Covariate Shift

machine-learning pac covariate-shift prediction-sets

Updated Apr 23, 2022
Python

Human-Centric-Machine-Learning / counterfactual-prediction-sets

Star

Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.

machine-learning classification-algorithm multiclass-classification conformal-prediction human-ai-teaming prediction-sets

Updated Jun 12, 2024
Python

Human-Centric-Machine-Learning / controlling-counterfactual-harm-prediction-sets

Star

Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets", NeurIPS 2024.

causality decision-support decision-support-system conformal-prediction harm counterfactuals human-ai-teaming prediction-sets

Updated Dec 4, 2024
Python

ArkaB-DS / NPmodalReg

Star

This repo contains the codes, images, report and slides for the first project of the course - MTH673A: Robust Statistical Methods at IIT Kanpur during the academic year 2022-2023.

r consistency kde nonparametric-regression modal-regression bandwidth-selection prediction-sets confidence-sets

Updated May 22, 2022
R

iaconoalessandro / conformal-prediction-mnist

Star

Full-cycle R project implementing Conformal Prediction (LAC & APS) for distribution-free uncertainty quantification on MNIST, using a neural network built from scratch in base R. Verified 89.81% empirical coverage at a 90% target across 50 Monte Carlo splits, with a mean prediction-set size of 1.03. Base R · dslabs.

machine-learning r statistical-learning neural-networks mnist-classification image-classification uncertainty-quantification from-scratch r-stats university-of-pisa conformal-prediction prediction-sets adaptive-prediction-sets

Updated Aug 6, 2026
R

tkarim45 / conformal-prediction

Star

Split-conformal prediction sets with a guaranteed marginal coverage — and a demo that naive softmax confidence plateaus at model accuracy and can't deliver 90/95% coverage

python coverage machine-learning statistics scikit-learn calibration uncertainty-quantification conformal-prediction prediction-sets trustworthy-ml

Updated Jul 25, 2026
Python

AnwarDebes / ConfTM

Star

Conformal prediction for Tsetlin Machines: wrap any TM and get prediction sets with finite-sample coverage guarantees. Split, Mondrian, and drift-adaptive calibration, plus recourse that stays valid under noise.

research calibration uncertainty-quantification conformal-prediction interpretable-ml tsetlin-machine algorithmic-recourse prediction-sets distribution-shift

Updated Jun 12, 2026
Python

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