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GitHub topics: prediction-sets

henrikbostrom/crepes

Python package for conformal prediction

Language: Python - Size: 24.3 MB - Last synced at: 15 days ago - Pushed at: 3 months ago - Stars: 509 - Forks: 40

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).

Language: Jupyter Notebook - Size: 4.26 MB - Last synced at: 1 day ago - Pushed at: over 2 years ago - Stars: 241 - Forks: 34

Networks-Learning/counterfactual-prediction-sets

Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.

Language: Python - Size: 4.58 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 1

Networks-Learning/controlling-counterfactual-harm-prediction-sets

Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets", NeurIPS 2024.

Language: Python - Size: 18.2 MB - Last synced at: 24 days ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

sangdon/pac-ps-w

PAC Prediction Sets Under Covariate Shift

Language: Python - Size: 1.39 GB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 1

ArkaB-DS/NPmodalReg

This repo contains the codes, images, report and slides for the first project of the course - MTH673A: Robust Statistical Methods at IIT Kanpur during the academic year 2022-2023.

Language: R - Size: 8.14 MB - Last synced at: 13 days ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 3

Related Keywords
prediction-sets 6 conformal-prediction 4 machine-learning 4 human-ai-teaming 2 uncertainty-quantification 2 nonparametric-statistics 1 pytorch 1 statistics 1 uncertainty 1 vision 1 classification-algorithm 1 multiclass-classification 1 causality 1 counterfactuals 1 decision-support 1 decision-support-system 1 harm 1 covariate-shift 1 pac 1 bandwidth-selection 1 confidence-sets 1 consistency 1 kde 1 modal-regression 1 nonparametric-regression 1 r 1 confidence-intervals 1 conformal-classifiers 1 conformal-predictive-systems 1 conformal-regressors 1 cumulative-distribution-function 1 jupyter-notebook 1 prediction-intervals 1 python 1 quantile-regression 1 regression 1 scikit-learn 1 sklearn 1 artificial-intelligence 1 classification 1 classifier 1 computer-vision 1 conformal 1 deep-neural-networks 1 distribution-free 1 imagenet 1 neural-networks 1 nonparametric 1