conformal-prediction

There are 7 repositories under conformal-prediction topic.

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.
conformal-prediction python r machinelearning datascience deeplearning awesome awesome-list probability uncertainty-quantification uncertainty uncertainty-estimation probability-distribution probability-distributions machine-learning
3378
scikit-learn-contrib / MAPIE
A scikit-learn-compatible module for estimating prediction intervals.
classification confidence-intervals conformal-prediction data-science python regression sklearn
Language:Jupyter Notebook 1151
fortuna
awslabs / fortuna
A Library for Uncertainty Quantification.
deep-learning neural-networks uncertainty uncertainty-estimation uncertainty-quantification bayesian-inference calibration conformal-prediction model-calibration uncertainty-calibration flax jax ai machine-learning ml
Language:Python 850
aangelopoulos / conformal-prediction
Lightweight, useful implementation of conformal prediction on real data.
computer-vision conformal conformal-prediction distribution-shift natural-language-processing time-series time-series-prediction uncertainty uncertainty-estimation uncertainty-quantification conformal-inference
Language:Jupyter Notebook 641
henrikbostrom / crepes
Conformal classifiers, regressors and predictive systems
machine-learning conformal-prediction conformal-regressors conformal-predictive-systems python jupyter-notebook confidence-intervals cumulative-distribution-function regression sklearn prediction-intervals uncertainty-quantification quantile-regression conformal-classifiers scikit-learn prediction-sets
Language:Python 343
deel-ai / puncc
👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.
conformal-inference conformal-prediction conformal-regressors uncertainty-estimation uncertainty-quantification
Language:Python 242
yromano / cqr
Conformalized Quantile Regression
conformal-prediction quantile-regression deep-learning pytorch random-forest-regression prediction prediction-intervals fairness conformal-methods algorithmic-fairness random-forest
Language:Jupyter Notebook 222
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).
prediction-sets conformal-prediction conformal machine-learning distribution-free nonparametric nonparametric-statistics classification imagenet artificial-intelligence neural-networks pytorch deep-neural-networks statistics computer-vision vision classifier uncertainty uncertainty-quantification
Language:Jupyter Notebook 211
joneswack / conformal-predictions-from-scratch
Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.
conformal-prediction machine-learning numpy python uncertainty-estimation
Language:Jupyter Notebook 168
dobriban / Topics-In-Modern-Statistical-Learning
Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc
machine-learning uncertainty-quantification deep-learning conformal-prediction prediction tolerance-intervals calibration
149
Conffusion
eliahuhorwitz / Conffusion
Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.
computer-vision conformal-prediction image-generation image-to-image inpainting quantile-regression super-resolution diffusion-models generative-model deep-learning prediction-intervals pytorch uncertainty-estimation uncertainty-quantification diffusion
Language:Python 131
JuliaTrustworthyAI / ConformalPrediction.jl
Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.
conformal-prediction machine-learning julia predictive-uncertainty
Language:Julia 128
aangelopoulos / conformal-time-series
Conformal prediction for time-series applications.
conformal conformal-prediction control control-systems control-theory controls time-series time-series-analysis uncertainty uncertainty-quantification
Language:Jupyter Notebook 87
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)
time-series prediction machine-learning anomaly-detection conformal-prediction prediction-interval
Language:Jupyter Notebook 81
lightning-uq-box / lightning-uq-box
Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning
conformal-prediction pytorch uncertainty-quantification pytorch-lightning bayesian-neural-networks deep-learning predictive-uncertainty earth-observation
Language:Python 72
FilippoMB / Ensemble-Conformalized-Quantile-Regression
Valid and adaptive prediction intervals for probabilistic time series forecasting
probabilistic-forecasting time-series-forecasting time-series-prediction uncertainty-quantification frequentist-statistics frequentistic-confidence-intervals recurrent-neural-networks quantile-regression conformal-prediction random-forest prediction-intervals ensemble-machine-learning
Language:Jupyter Notebook 69
radix-ai / conformal-tights
👖 Conformal Tights adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor or Darts forecaster
conformal-prediction machine-learning python quantile-regression scikit-learn prediction-intervals time-series-forecasting forecasting
Language:Python 60
snap-stanford / conformalized-gnn
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)
calibration conformal-prediction gnn graph graph-neural-networks uncertainty-quantification
Language:Python 53
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.
computer-vision conformal conformal-prediction natural-language-processing python pytorch pytorch-implementation uncertainty-estimation uncertainty-quantification
Language:Python 52
AlaaLab / conformal-metalearners
[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"
causal-effects conformal-prediction predictive-inference treatment-effect-estimation uncertainty-estimation
Language:Python 36
msesia / conditional-conformal-pvalues
Conditional calibration of conformal p-values for outlier detection.
outlier-detection conformal-prediction false-discovery-rate machine-learning statistics
Language:Python 28
Bradley-Butcher / Conformers
Unofficial implementation of Conformal Language Modeling by Quach et al
alignment conformal-prediction language-model transformers
Language:Python 25
M-Soundouss / CopulaConformalMTR
Code for paper "Copula-based conformal prediction for Multi-Target Regression"
conformal-prediction multi-target-regression copulas
Language:Python 25
samuelstanton / conformal-bayesopt
Bayesian optimization with conformal coverage guarantees
bayesian-optimization conformal-prediction
Language:Python 25
rick12000 / confopt
A Library for Conformal Hyperparameter Tuning
automl conformal-prediction hyperparameter-optimization hyperparameter-tuning inferential-statistics machine-learning predictive-modeling
Language:Python 23
Akai01 / caretForecast
Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms
caret forecasting machine-learning r econometrics data-science forecast forecasting-models time-series time-series-forcasting time-series-prediction conformal-prediction macroeconometrics microeconometrics
Language:R 20
msesia / chr
Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems
machine-learning conformal-prediction regression uncertainty-quantification quantile-regression
Language:Python 20
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.
conformal-prediction uncertainty-quantification confidence-intervals conformal-regressors prediction-intervals
Language:Jupyter Notebook 19
aangelopoulos / private_prediction_sets
Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.
privacy conformal-prediction
Language:Python 17
NVlabs / pac-bayes-conformal-prediction
PAC-Bayes generalization certificates for ICP
conformal-prediction pac-bayes uncertainty-quantification
Language:Jupyter Notebook 16
seedatnabeel / SSCP
SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning (AISTATS 2023)
conformal-prediction deep-learning machine-learning self-supervised-learning uncertainty-quantification
Language:Jupyter Notebook 16
ying531 / selcf_paper
A repository for reproducing the results in Selection by Prediction paper
conformal-prediction selective-inference uncertainty-quantification replication-materials
Language:Python 14
gchers / random-world
Standalone implementation of Conformal Prediction and other distribution-free Machine Learning methods.
machine-learning conformal-prediction conformal-predictors martingales icp
Language:Rust 13
zlin7 / LVD
Locally Valid and Discriminative Prediction Intervals for Deep Learning Models
neurips-2021 conformal-prediction
Language:Jupyter Notebook 13
pyladiesams / conformal-prediction-jan2024
An introduction to conformal prediction
conformal-prediction forecasting python
Language:Jupyter Notebook 12
predict-idlab / cmc-learner
Implementation of Conformal Monte Carlo (CMC) learner
causal-inference conformal-prediction conformal-predictive-systems conformal-predictors heterogeneous-treatment-effects individual-treatment-effects prediction-intervals
Language:Jupyter Notebook 11

conformal-prediction

valeman / awesome-conformal-prediction

scikit-learn-contrib / MAPIE

awslabs / fortuna

aangelopoulos / conformal-prediction

henrikbostrom / crepes

deel-ai / puncc

yromano / cqr

aangelopoulos / conformal_classification

joneswack / conformal-predictions-from-scratch

dobriban / Topics-In-Modern-Statistical-Learning

eliahuhorwitz / Conffusion

JuliaTrustworthyAI / ConformalPrediction.jl

aangelopoulos / conformal-time-series

hamrel-cxu / EnbPI

lightning-uq-box / lightning-uq-box

FilippoMB / Ensemble-Conformalized-Quantile-Regression

radix-ai / conformal-tights

snap-stanford / conformalized-gnn

aangelopoulos / conformal-risk

AlaaLab / conformal-metalearners

msesia / conditional-conformal-pvalues

Bradley-Butcher / Conformers

M-Soundouss / CopulaConformalMTR

samuelstanton / conformal-bayesopt

rick12000 / confopt

Akai01 / caretForecast

msesia / chr

salimamoukou / ACPI

aangelopoulos / private_prediction_sets

NVlabs / pac-bayes-conformal-prediction

seedatnabeel / SSCP

ying531 / selcf_paper

gchers / random-world

zlin7 / LVD

pyladiesams / conformal-prediction-jan2024

predict-idlab / cmc-learner