conformal-prediction

There are 9 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.
classification confidence-intervals conformal-prediction data-science python regression sklearn
Language:Jupyter Notebook 1267
fortuna
awslabs / fortuna
A Library for Uncertainty Quantification.
ai bayesian-inference calibration conformal-prediction deep-learning flax jax machine-learning ml model-calibration neural-networks uncertainty uncertainty-calibration uncertainty-estimation uncertainty-quantification
Language:Python 888
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 753
crepes
henrikbostrom / crepes
Python package for conformal prediction
confidence-intervals conformal-classifiers conformal-prediction conformal-predictive-systems conformal-regressors cumulative-distribution-function jupyter-notebook machine-learning prediction-intervals prediction-sets python quantile-regression regression scikit-learn sklearn uncertainty-quantification
Language:Python 437
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 279
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 242
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 226
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
215
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 183
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
159
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 136
JuliaTrustworthyAI / ConformalPrediction.jl
Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.
conformal-prediction julia machine-learning predictive-uncertainty
Language:Julia 136
lightning-uq-box / lightning-uq-box
Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning
bayesian-neural-networks conformal-prediction deep-learning earth-observation predictive-uncertainty pytorch pytorch-lightning uncertainty-quantification
Language:Python 130
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 94
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)
anomaly-detection conformal-prediction machine-learning prediction prediction-interval time-series
Language:Jupyter Notebook 92
superlinear-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 82
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 81
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 64
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 58
AlaaLab / conformal-metalearners
[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"
causal-effects conformal-prediction treatment-effect-estimation uncertainty-estimation predictive-inference
Language:Python 42
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 33
M-Soundouss / CopulaConformalMTR
Code for paper "Copula-based conformal prediction for Multi-Target Regression"
conformal-prediction copulas multi-target-regression
Language:Python 31
rick12000 / confopt
A Library for Conformal Hyperparameter Tuning
automl conformal-prediction hyperparameter-optimization hyperparameter-tuning inferential-statistics machine-learning predictive-modeling
Language:Python 27
Bradley-Butcher / Conformers
Unofficial implementation of Conformal Language Modeling by Quach et al
alignment conformal-prediction language-model transformers
Language:Python 26
samuelstanton / conformal-bayesopt
Bayesian optimization with conformal coverage guarantees
bayesian-optimization conformal-prediction
Language:Python 26
Stanford-ILIAD / explore-eqa
Public release for "Explore until Confident: Efficient Exploration for Embodied Question Answering"
conformal-prediction embodied-question-answering habitat-sim vision-language-model
Language:Python 25
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 24
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 24
team-daniel / MC-CP
All the material needed to use MC-CP and the Adaptive MC Dropout method
conformal-prediction monte-carlo-dropout uncertainty-quantification
Language:Jupyter Notebook 21
msesia / chr
Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems
conformal-prediction machine-learning quantile-regression regression uncertainty-quantification
Language:Python 20
Varal7 / conformal-language-modeling
Conformal Language Modeling
conformal-prediction language-model
Language:Jupyter Notebook 20
lsorber / neo-ls-svm
Neo LS-SVM is a modern Least-Squares Support Vector Machine implementation
gaussian-processes kernel-methods kernel-ridge-regression machine-learning python support-vector-machines ls-svm conformal-prediction prediction-intervals
Language:Python 18
aangelopoulos / private_prediction_sets
Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.
conformal-prediction privacy
Language:Python 17
NVlabs / pac-bayes-conformal-prediction
PAC-Bayes generalization certificates for ICP
conformal-prediction pac-bayes uncertainty-quantification
Language:Jupyter Notebook 17
pyladiesams / conformal-prediction-jan2024
An introduction to conformal prediction
conformal-prediction forecasting python
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

conformal-prediction

scikit-learn-contrib / MAPIE

awslabs / fortuna

aangelopoulos / conformal-prediction

henrikbostrom / crepes

deel-ai / puncc

yromano / cqr

aangelopoulos / conformal_classification

valeman / awesome-conformal-prediction

joneswack / conformal-predictions-from-scratch

dobriban / Topics-In-Modern-Statistical-Learning

eliahuhorwitz / Conffusion

JuliaTrustworthyAI / ConformalPrediction.jl

lightning-uq-box / lightning-uq-box

aangelopoulos / conformal-time-series

hamrel-cxu / EnbPI

superlinear-ai / conformal-tights

FilippoMB / Ensemble-Conformalized-Quantile-Regression

snap-stanford / conformalized-gnn

aangelopoulos / conformal-risk

AlaaLab / conformal-metalearners

msesia / conditional-conformal-pvalues

M-Soundouss / CopulaConformalMTR

rick12000 / confopt

Bradley-Butcher / Conformers

samuelstanton / conformal-bayesopt

Stanford-ILIAD / explore-eqa

Akai01 / caretForecast

salimamoukou / ACPI

team-daniel / MC-CP

msesia / chr

Varal7 / conformal-language-modeling

lsorber / neo-ls-svm

aangelopoulos / private_prediction_sets

NVlabs / pac-bayes-conformal-prediction

pyladiesams / conformal-prediction-jan2024

seedatnabeel / SSCP