conformal-prediction topic

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

valeman

Conformalized Quantile Regression

yromano

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).

aangelopoulos

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

dobriban

Lightweight, useful implementation of conformal prediction on real data.

aangelopoulos

Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.

JuliaTrustworthyAI

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

eliahuhorwitz

Valid and adaptive prediction intervals for probabilistic time series forecasting

FilippoMB

Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.

aangelopoulos

Bayesian optimization with conformal coverage guarantees

samuelstanton