Conformal Prediction Frameworks

Libraries and tools for uncertainty quantification through conformal prediction methods, enabling distribution-free prediction sets and intervals with theoretical guarantees. Does NOT include general uncertainty quantification, Bayesian methods, or non-conformal approaches to confidence estimation.

There are 27 conformal prediction frameworks tracked. 3 score above 50 (established tier). The highest-rated is zillow/quantile-forest at 67/100 with 252 stars and 38,409 monthly downloads.

Get all 27 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=conformal-prediction-frameworks&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	zillow/quantile-forest Quantile Regression Forests compatible with scikit-learn.	67	Established	252	Python
2	henrikbostrom/crepes Python package for conformal prediction	59	Established	558	Python
3	yromano/cqr Conformalized Quantile Regression	50	Established	304	Jupyter Notebook
4	valeman/awesome-conformal-prediction A professionally curated list of awesome Conformal Prediction videos,...	47	Emerging	1,181	—
5	xRiskLab/pearsonify Lightweight Python package for generating classification intervals in binary...	45	Emerging	23	Python
6	superlinear-ai/conformal-tights 👖 Conformal Tights adds conformal prediction of coherent quantiles and...	43	Emerging	116	Python
7	rick12000/confopt A Library for Conformal Hyperparameter Tuning	40	Emerging	104	Python
8	JuliaTrustworthyAI/ConformalPrediction.jl Predictive Uncertainty Quantification through Conformal Prediction for...	39	Emerging	146	Julia
9	hamrel-cxu/EnbPI Official code for: Conformal prediction interval for dynamic time-series...	39	Emerging	130	Jupyter Notebook
10	aangelopoulos/conformal_classification Wrapper for a PyTorch classifier which allows it to output prediction sets....	37	Emerging	255	Jupyter Notebook
11	gchers/random-world Standalone implementation of Conformal Prediction and other...	33	Emerging	14	Rust
12	AlgoTrading101/Conformal-Prediction-MAPIE-Algotrading101 Conformal Prediction - A Practical Guide with MAPIE	32	Emerging	18	Jupyter Notebook
13	Techtonique/learningmachine Machine Learning with uncertainty quantification and interpretability	31	Emerging	5	R
14	joneswack/conformal-predictions-from-scratch Various Conformal Prediction methods implemented from scratch in pure NumPy...	27	Experimental	229	Jupyter Notebook
15	dobriban/Topics-In-Modern-Statistical-Learning Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022...	25	Experimental	176	—
16	enriquegit/conformal-prediction-multiuser Conformal Prediction in Multi-User Settings	24	Experimental	3	R
17	seedatnabeel/SSCP SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning...	24	Experimental	17	Jupyter Notebook
18	msesia/chr Conformal Histogram Regression: efficient conformity scores for...	23	Experimental	24	Python
19	AuraquanTech/conformal-js Distribution-free uncertainty quantification for JavaScript. The first...	22	Experimental	—	JavaScript
20	burning-cost/insurance-conformal-ts Conformal prediction for non-exchangeable insurance claims time series —...	22	Experimental	—	Python
21	Human-Centric-Machine-Learning/improve-expert-predictions-conformal-prediction Code for "Improving Expert Predictions with Conformal Prediction" , ICML 2023	21	Experimental	13	Jupyter Notebook
22	cambridge-mlg/acp Implementation for the paper "Approximating full conformal prediction at...	21	Experimental	11	Jupyter Notebook
23	clu5/AAAI-22 Repo for "Fair Conformal Predictors for Applications in Medical Imaging" paper	20	Experimental	6	Jupyter Notebook
24	alireza-javanmardi/conformal-RUL-intervals Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)	19	Experimental	20	Python
25	Trustworthy-ML-Lab/Provably-Robust-Conformal-Prediction [ICLR 24] This work proposes RSCP+ to provide robustness guarantee in...	17	Experimental	5	Python
26	memnaaaaa/fed-personalized-conformal Personalized federated conformal prediction using adaptive per-client...	14	Experimental	—	Python
27	vacquaviva/IntroConformalPredictions A short introduction to Conformal Prediction methods, with a few examples...	12	Experimental	13	Jupyter Notebook