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15 search results found

Awesome Conformal Prediction ⭐ 3,097

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

Fortuna ⭐ 824

A Library for Uncertainty Quantification.

Conformal Prediction ⭐ 349

Lightweight, useful implementation of conformal prediction on real data.

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

Conformal classifiers, regressors and predictive systems

Conformal_classification ⭐ 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 ⭐ 131

Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc

Conformal Time Series ⭐ 60

Conformal prediction for time-series applications.

Conffusion ⭐ 37

Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.

Lightning Uq Box ⭐ 35

Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning

Conformal Risk ⭐ 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 ⭐ 31

Valid and adaptive prediction intervals for probabilistic time series forecasting

Conformalized Gnn ⭐ 17

Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)

Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems

Adaptive Conformal Prediction Intervals (ACPI) By Reweighting Nonconformity Score

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