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conformal-prediction
Lightweight, useful implementation of conformal prediction on real data.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).ppi_py
A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.rcps
Official codebase for "Distribution-Free, Risk-Controlling Prediction Sets"conformal-time-series
Conformal prediction for time-series applications.prediction-powered-inference
A statistical toolkit for scientific discovery using machine learningevent_based_gaze_tracking
Dataset release for Event-Based, Near-Eye Gaze Tracking Beyond 10,000 Hzconformal-risk
Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.im2im-uq
Image-to-image regression with uncertainty quantification in PyTorch. Take any dataset and train a model to regress images to images with rigorous, distribution-free uncertainty quantification.cfr-covid-19
Implementation of https://arxiv.org/abs/2003.08592private_prediction_sets
Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.online-conformal-decaying
conformal-triage
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