Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control
☆74Nov 17, 2024Updated last year
Alternatives and similar repositories for ltt
Users that are interested in ltt 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…☆80Jan 23, 2023Updated 3 years ago
- Official codebase for "Distribution-Free, Risk-Controlling Prediction Sets"☆89Feb 1, 2024Updated 2 years ago
- Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true cla…☆257Jan 23, 2023Updated 3 years ago
- Statistical inference for fairness auditing☆14Aug 2, 2023Updated 2 years ago
- Conditional calibration of conformal p-values for outlier detection.☆37Nov 15, 2022Updated 3 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Transformer Conformal Prediction for Time Series☆18Apr 13, 2026Updated 3 weeks ago
- Image-to-image regression with uncertainty quantification in PyTorch. Take any dataset and train a model to regress images to images with…☆59Feb 23, 2023Updated 3 years ago
- ☆13Jun 13, 2022Updated 3 years ago
- Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems☆24Mar 26, 2022Updated 4 years ago
- R package to compute distribution-free prediction bands using density estimators☆11Jul 26, 2021Updated 4 years ago
- Lightweight, useful implementation of conformal prediction on real data.☆1,046Nov 14, 2025Updated 5 months ago
- Conformalized Quantile Regression☆309Feb 2, 2026Updated 3 months ago
- Code for "Improving Expert Predictions with Conformal Prediction" , ICML 2023☆14Aug 20, 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
- 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 statistical toolkit for scientific discovery using machine learning☆78Jul 10, 2024Updated last year
- An implementation of Self-Calibrating Conformal Prediction, accepted to Neurips 2024. SC-CP combines Venn-Abers calibration and conformal…☆13Apr 16, 2026Updated 2 weeks ago
- ☆16Oct 2, 2022Updated 3 years ago
- Cross-prediction-powered inference☆14Apr 26, 2024Updated 2 years ago
- Code for multistep feedback covariate shift conformal prediction experiments in "Conformal Validity Guarantees Exist for Any Data Distrib…☆28Jun 28, 2024Updated last year
- Official implementation of "Conformal prediction for multi-dimensional time series by ellipsoidal sets" (ICML 2024 spotlight)☆21Jul 16, 2024Updated last year
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆179May 17, 2024Updated last year
- Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.☆76Nov 7, 2024Updated last year
- Extending Conformal Prediction to LLMs☆70Jun 21, 2024Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A package for conformal prediction with conditional guarantees.☆70Oct 7, 2025Updated 6 months ago
- ☆17Nov 3, 2025Updated 6 months ago
- Orthogonal Quantile Regression☆11Oct 21, 2021Updated 4 years ago
- A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.☆286Apr 10, 2026Updated 3 weeks ago
- Official Code for the ICCPS 2023 conference paper (nominated for best paper award) and ICML 2022 PODS workshop paper.☆16Nov 15, 2024Updated last year
- Materials for the course Principles of AI: LLMs at UPenn (Stat 9911, Spring 2025). LLM architectures, training paradigms (pre- and post-t…☆45Jun 14, 2025Updated 10 months ago
- Official implementation of the ICML 2023 work "Sequential Predictive Conformal Inference"☆38Jul 16, 2024Updated last year
- Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.☆18Mar 3, 2024Updated 2 years ago
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆33Jan 27, 2023Updated 3 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- The official codebase for Predictive Inference with Feature Conformal Prediction☆35Apr 9, 2023Updated 3 years ago
- Python implementation of the conformal prediction framework.☆477Mar 20, 2021Updated 5 years ago
- classifier two-sample test for video anomaly detections☆11Jul 3, 2019Updated 6 years ago
- A Python toolbox for conformal prediction research on deep learning models, using PyTorch.☆468Nov 1, 2025Updated 6 months ago
- Repository for the NeurIPS 2023 paper "Beyond Confidence: Reliable Models Should Also Consider Atypicality"☆13Apr 21, 2024Updated 2 years ago
- Implementation of multi-output conformal regression methods☆13Sep 23, 2025Updated 7 months ago
- ☆14May 5, 2023Updated 3 years ago