Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.
☆77Jan 23, 2023Updated 3 years ago
Alternatives and similar repositories for conformal-risk
Users that are interested in conformal-risk are comparing it to the libraries listed below
Sorting:
- Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control☆72Nov 17, 2024Updated last year
- Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true cla…☆255Jan 23, 2023Updated 3 years ago
- Lightweight, useful implementation of conformal prediction on real data.☆1,016Nov 14, 2025Updated 3 months ago
- Official Python implementation for paper: Probabilistic Conformal Prediction Using Conditional Random Samples☆10Jul 8, 2022Updated 3 years ago
- Official codebase for "Distribution-Free, Risk-Controlling Prediction Sets"☆87Feb 1, 2024Updated 2 years ago
- Repository for the NeurIPS 2023 paper "Beyond Confidence: Reliable Models Should Also Consider Atypicality"☆13Apr 21, 2024Updated last year
- Code for "Improving Expert Predictions with Conformal Prediction" , ICML 2023☆13Aug 20, 2024Updated last year
- ☆11Sep 25, 2025Updated 5 months ago
- Code for multistep feedback covariate shift conformal prediction experiments in "Conformal Validity Guarantees Exist for Any Data Distrib…☆27Jun 28, 2024Updated last year
- Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems☆24Mar 26, 2022Updated 3 years ago
- This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classi…☆130Aug 16, 2022Updated 3 years ago
- Extending Conformal Prediction to LLMs☆69Jun 21, 2024Updated last year
- Official implementation of "Conformal prediction for multi-dimensional time series by ellipsoidal sets" (ICML 2024 spotlight)☆20Jul 16, 2024Updated last year
- Efficient Conformal Prediction via Cascaded Inference with Expanded Admission☆20Sep 15, 2021Updated 4 years ago
- A Python toolbox for conformal prediction research on deep learning models, using PyTorch.☆447Nov 1, 2025Updated 4 months ago
- Tools for conformal inference in regression☆252Aug 21, 2024Updated last year
- Scalable workflow for crop boundary delineation using pre-trained deep learning model☆11Jul 20, 2023Updated 2 years ago
- ☆17Jul 23, 2025Updated 7 months ago
- An implementation of Self-Calibrating Conformal Prediction, accepted to Neurips 2024. SC-CP combines Venn-Abers calibration and conformal…☆10Jan 28, 2025Updated last year
- Probabilistic Circuits in Julia☆10Dec 27, 2023Updated 2 years ago
- A library for uncertainty quantification based on PyTorch☆121Jan 10, 2022Updated 4 years ago
- Contains the code to run the different models considered in the paper "Valid prediction intervals for regression problems"☆23Nov 4, 2022Updated 3 years ago
- All the material needed to use MC-CP and the Adaptive MC Dropout method☆28May 22, 2025Updated 9 months ago
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆176May 17, 2024Updated last year
- A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-sou…☆1,175Mar 1, 2026Updated last week
- HCOMP '22 -- Eliciting and Learning with Soft Labels from Every Annotator☆10Nov 1, 2022Updated 3 years ago
- Locally Valid and Discriminative Prediction Intervals for Deep Learning Models☆13May 22, 2023Updated 2 years ago
- Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling