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. 4 score above 50 (established tier). The highest-rated is valeman/awesome-conformal-prediction at 61/100 with 1,181 stars. 1 of the top 10 are actively maintained.

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"

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#	Framework	Score	Tier	Stars	Language
1	valeman/awesome-conformal-prediction A professionally curated list of awesome Conformal Prediction videos,...	61	Established	1,181	—
2	zillow/quantile-forest Quantile Regression Forests compatible with scikit-learn.	61	Established	252	Python
3	yromano/cqr Conformalized Quantile Regression	57	Established	304	Jupyter Notebook
4	henrikbostrom/crepes Python package for conformal prediction	52	Established	558	Python
5	xRiskLab/pearsonify Lightweight Python package for generating classification intervals in binary...	48	Emerging	23	Python
6	rick12000/confopt A Library for Conformal Hyperparameter Tuning	47	Emerging	104	Python
7	hamrel-cxu/EnbPI Official code for: Conformal prediction interval for dynamic time-series...	46	Emerging	130	Jupyter Notebook
8	JuliaTrustworthyAI/ConformalPrediction.jl Predictive Uncertainty Quantification through Conformal Prediction for...	46	Emerging	146	Julia
9	aangelopoulos/conformal_classification Wrapper for a PyTorch classifier which allows it to output prediction sets....	44	Emerging	255	Jupyter Notebook
10	superlinear-ai/conformal-tights 👖 Conformal Tights adds conformal prediction of coherent quantiles and...	44	Emerging	116	Python
11	gchers/random-world Standalone implementation of Conformal Prediction and other...	40	Emerging	14	Rust
12	AlgoTrading101/Conformal-Prediction-MAPIE-Algotrading101 Conformal Prediction - A Practical Guide with MAPIE	39	Emerging	18	Jupyter Notebook
13	Techtonique/learningmachine Machine Learning with uncertainty quantification and interpretability	38	Emerging	5	R
14	joneswack/conformal-predictions-from-scratch Various Conformal Prediction methods implemented from scratch in pure NumPy...	34	Emerging	229	Jupyter Notebook
15	AuraquanTech/conformal-js Distribution-free uncertainty quantification for JavaScript. The first...	33	Emerging	—	JavaScript
16	dobriban/Topics-In-Modern-Statistical-Learning Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022...	32	Emerging	176	—
17	seedatnabeel/SSCP SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning...	31	Emerging	17	Jupyter Notebook
18	enriquegit/conformal-prediction-multiuser Conformal Prediction in Multi-User Settings	31	Emerging	3	R
19	msesia/chr Conformal Histogram Regression: efficient conformity scores for...	30	Emerging	24	Python
20	cambridge-mlg/acp Implementation for the paper "Approximating full conformal prediction at...	28	Experimental	11	Jupyter Notebook
21	Human-Centric-Machine-Learning/improve-expert-predictions-conformal-prediction Code for "Improving Expert Predictions with Conformal Prediction" , ICML 2023	28	Experimental	13	Jupyter Notebook
22	clu5/AAAI-22 Repo for "Fair Conformal Predictors for Applications in Medical Imaging" paper	27	Experimental	6	Jupyter Notebook
23	alireza-javanmardi/conformal-RUL-intervals Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)	26	Experimental	20	Python
24	Trustworthy-ML-Lab/Provably-Robust-Conformal-Prediction [ICLR 24] This work proposes RSCP+ to provide robustness guarantee in...	24	Experimental	5	Python
25	burning-cost/insurance-conformal-ts Conformal prediction for non-exchangeable insurance claims time series —...	22	Experimental	—	Python
26	vacquaviva/IntroConformalPredictions A short introduction to Conformal Prediction methods, with a few examples...	19	Experimental	13	Jupyter Notebook
27	memnaaaaa/fed-personalized-conformal Personalized federated conformal prediction using adaptive per-client...	14	Experimental	—	Python