conformal-prediction
There are 108 repositories under conformal-prediction topic.
scikit-learn-contrib/MAPIE
A scikit-learn-compatible module to estimate prediction intervals and control risks based on conformal predictions.
awslabs/fortuna
A Library for Uncertainty Quantification.
aangelopoulos/conformal-prediction
Lightweight, useful implementation of conformal prediction on real data.
henrikbostrom/crepes
Python package for conformal prediction
valeman/awesome-conformal-prediction
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
deel-ai/puncc
👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.
yromano/cqr
Conformalized Quantile Regression
aangelopoulos/conformal_classification
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).
joneswack/conformal-predictions-from-scratch
Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.
dobriban/Topics-In-Modern-Statistical-Learning
Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc
lightning-uq-box/lightning-uq-box
Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning
JuliaTrustworthyAI/ConformalPrediction.jl
Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.
eliahuhorwitz/Conffusion
Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.
aangelopoulos/conformal-time-series
Conformal prediction for time-series applications.
hamrel-cxu/EnbPI
Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction for time-series (journal, IEEE TPAMI)
superlinear-ai/conformal-tights
👖 Conformal Tights adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor or Darts forecaster
FilippoMB/Ensemble-Conformalized-Quantile-Regression
Valid and adaptive prediction intervals for probabilistic time series forecasting
snap-stanford/conformalized-gnn
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)
aangelopoulos/conformal-risk
Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.
AlaaLab/conformal-metalearners
[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"
Stanford-ILIAD/explore-eqa
Public release for "Explore until Confident: Efficient Exploration for Embodied Question Answering"
msesia/conditional-conformal-pvalues
Conditional calibration of conformal p-values for outlier detection.
M-Soundouss/CopulaConformalMTR
Code for paper "Copula-based conformal prediction for Multi-Target Regression"
Bradley-Butcher/Conformers
Unofficial implementation of Conformal Language Modeling by Quach et al
rick12000/confopt
A Library for Conformal Hyperparameter Tuning
samuelstanton/conformal-bayesopt
Bayesian optimization with conformal coverage guarantees
Varal7/conformal-language-modeling
Conformal Language Modeling
Akai01/caretForecast
Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms
salimamoukou/ACPI
Adaptive Conformal Prediction Intervals (ACPI) is a Python package that enhances the Predictive Intervals provided by the split conformal approach by employing a weighting strategy.
lsorber/neo-ls-svm
Neo LS-SVM is a modern Least-Squares Support Vector Machine implementation
msesia/chr
Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems
team-daniel/MC-CP
All the material needed to use MC-CP and the Adaptive MC Dropout method
NVlabs/pac-bayes-conformal-prediction
PAC-Bayes generalization certificates for ICP
pyladiesams/conformal-prediction-jan2024
An introduction to conformal prediction
aangelopoulos/private_prediction_sets
Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.
seedatnabeel/SSCP
SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning (AISTATS 2023)