Projects in Awesome Lists tagged with prediction-sets
A curated list of projects in awesome lists tagged with prediction-sets .
https://github.com/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
Last synced: 16 May 2025
https://github.com/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).
artificial-intelligence classification classifier computer-vision conformal conformal-prediction deep-neural-networks distribution-free imagenet machine-learning neural-networks nonparametric nonparametric-statistics prediction-sets pytorch statistics uncertainty uncertainty-quantification vision
Last synced: 04 Apr 2025
https://github.com/networks-learning/counterfactual-prediction-sets
Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.
classification-algorithm conformal-prediction human-ai-teaming machine-learning multiclass-classification prediction-sets
Last synced: 11 May 2025
https://github.com/networks-learning/controlling-counterfactual-harm-prediction-sets
Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets", NeurIPS 2024.
causality conformal-prediction counterfactuals decision-support decision-support-system harm human-ai-teaming prediction-sets
Last synced: 11 Mar 2025