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).
☆257Jan 23, 2023Updated 3 years ago
Alternatives and similar repositories for conformal_classification
Users that are interested in conformal_classification are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vi…☆84Jan 23, 2023Updated 3 years ago
- Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control☆74Nov 17, 2024Updated last year
- Official codebase for "Distribution-Free, Risk-Controlling Prediction Sets"☆89Feb 1, 2024Updated 2 years ago
- Code for the CVPR 2020 [ORAL] paper "SAM: The Sensitivity of Attribution Methods to Hyperparameters"☆29Dec 8, 2022Updated 3 years ago
- Lightweight, useful implementation of conformal prediction on real data.☆1,076Nov 14, 2025Updated 8 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆33Jan 27, 2023Updated 3 years ago
- Python implementation of the conformal prediction framework.☆479Mar 20, 2021Updated 5 years ago
- Collection of machine learning research paper references☆27Jul 16, 2026Updated 3 weeks ago
- ☆14Jul 2, 2019Updated 7 years ago
- Estimating Example Difficulty using Variance of Gradients☆66Jan 10, 2023Updated 3 years ago
- A lightweight experimental logging library☆53Dec 23, 2025Updated 7 months ago
- Run fully connected artificial neural networks with dropout applied (mini)batchwise, rather than samplewise. Given two hidden layers each…☆15May 18, 2015Updated 11 years ago
- A library for evaluating representations.☆81Nov 21, 2021Updated 4 years ago
- Conformalized Quantile Regression☆313Feb 2, 2026Updated 6 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- A Python toolbox for conformal prediction research on deep learning models, using PyTorch.☆475Updated this week
- [ICML'24] Conformal Prediction for Deep Classifier via Label Ranking☆14Jun 14, 2024Updated 2 years ago
- ☆42May 20, 2020Updated 6 years ago
- ☆115Jul 30, 2026Updated last week
- LibCP -- A Library for Conformal Prediction☆13Feb 26, 2015Updated 11 years ago
- Course notes and notebooks to teach the fundamentals of how deep learning works; uses PyTorch.☆84Feb 16, 2021Updated 5 years ago
- Extending Conformal Prediction to LLMs☆70Jun 21, 2024Updated 2 years ago
- There and Back Again: Revisiting Backpropagation Saliency Methods (CVPR 2020)☆53Apr 7, 2020Updated 6 years ago
- ☆22Aug 14, 2025Updated 11 months ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-sou…☆1,278Jul 9, 2026Updated last month
- Testing Nerual Tangent Kernel (NTK) on small UCI datasets☆80Oct 7, 2019Updated 6 years ago
- The official codebase for Predictive Inference with Feature Conformal Prediction☆35Apr 9, 2023Updated 3 years ago
- ☆24May 25, 2022Updated 4 years ago
- A Python library for mathematical optimization☆144Sep 27, 2024Updated last year
- This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classi…☆131Aug 16, 2022Updated 3 years ago
- ☆93Nov 15, 2019Updated 6 years ago
- ☆13Jun 13, 2022Updated 4 years ago
- [ICML 2021] GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training (official implementation)☆106Dec 19, 2022Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆257Dec 27, 2022Updated 3 years ago
- Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.☆78Nov 7, 2024Updated last year
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆179May 17, 2024Updated 2 years ago
- High-quality implementations of standard and SOTA methods on a variety of tasks.☆1,589Updated this week
- ☆16Oct 2, 2022Updated 3 years ago
- Example codes for the book Applied Stochastic Differential Equations☆214Oct 27, 2025Updated 9 months ago
- Tools for conformal inference in regression☆253Aug 21, 2024Updated last year