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Search results for conformal prediction
conformal-prediction
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26 search results found
Awesome Conformal Prediction
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3,097
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
Fortuna
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824
A Library for Uncertainty Quantification.
Conformal Prediction
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349
Lightweight, useful implementation of conformal prediction on real data.
Puncc
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201
👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.
Crepes
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172
Conformal classifiers, regressors and predictive systems
Conformal_classification
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159
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).
Topics In Modern Statistical Learning
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131
Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc
Conformal Predictions From Scratch
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118
Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.
Conformalprediction.jl
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112
Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.
Cqr
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87
Conformalized Quantile Regression
Enbpi
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66
Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction for time-series (journal, IEEE TPAMI)
Conformal Time Series
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60
Conformal prediction for time-series applications.
Conffusion
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37
Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.
Lightning Uq Box
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35
Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning
Conformal Risk
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33
Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.
Ensemble Conformalized Quantile Regression
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31
Valid and adaptive prediction intervals for probabilistic time series forecasting
Conformal Metalearners
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26
[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"
Conformalized Gnn
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17
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)
Conditional Conformal Pvalues
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9
Conditional calibration of conformal p-values for outlier detection.
Conformal Bayesopt
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9
Bayesian optimization with conformal coverage guarantees
Conformalbayes
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7
Jackknife(+) Predictive Intervals for Bayesian Models
Private_prediction_sets
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7
Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.
Chr
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6
Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems
Conformers
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6
Unofficial implementation of Conformal Language Modeling by Quach et al
Random World
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5
Standalone implementation of Conformal Prediction and other distribution-free Machine Learning methods.
Acpi
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5
Adaptive Conformal Prediction Intervals (ACPI) By Reweighting Nonconformity Score
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Computer Vision Conformal Prediction (5)
Pytorch Conformal Prediction (4)
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R Conformal Prediction (4)
1-26 of 26 search results
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