jjcherian / conditional-conformalLinks
A package for conformal prediction with conditional guarantees.
☆62Updated 6 months ago
Alternatives and similar repositories for conditional-conformal
Users that are interested in conditional-conformal are comparing it to the libraries listed below
Sorting:
- Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vi…☆67Updated 2 years ago
- Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control☆68Updated 9 months ago
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆174Updated last year
- Adaptive Conformal Prediction Intervals (ACPI) is a Python package that enhances the Predictive Intervals provided by the split conformal…☆29Updated 2 years ago
- [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"☆44Updated last year
- Code for multistep feedback covariate shift conformal prediction experiments in "Conformal Validity Guarantees Exist for Any Data Distrib…☆27Updated last year
- Conditional calibration of conformal p-values for outlier detection.☆36Updated 2 years ago
- This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classi…☆129Updated 3 years ago
- ☆22Updated last year
- A statistical toolkit for scientific discovery using machine learning☆80Updated last year
- A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.☆254Updated 3 months ago
- Extending Conformal Prediction to LLMs☆67Updated last year
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆31Updated 2 years ago
- Inference code for "TabDPT: Scaling Tabular Foundation Models on Real Data"☆55Updated this week
- Conformalized Quantile Regression☆284Updated 3 years ago
- ☆17Updated last week
- Generating and Imputing Tabular Data via Diffusion and Flow XGBoost Models☆160Updated last year
- relplot: Utilities for measuring calibration and plotting reliability diagrams☆167Updated last month
- SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning (AISTATS 2023)☆17Updated 2 years ago
- Our maintained PFN repository. Come here to train SOTA PFNs.☆102Updated last week
- For calculating Shapley values via linear regression.☆70Updated 4 years ago
- Multi-class probabilistic classification using inductive and cross Venn–Abers predictors☆48Updated 3 years ago
- Official Implementation of the paper: "A Rate-Distorion View of Uncertainty Quantification", ICML 2024☆28Updated 11 months ago
- A Python toolbox for conformal prediction research on deep learning models, using PyTorch.☆417Updated last week
- Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.☆75Updated 9 months ago
- ☆10Updated last year
- ☆14Updated 3 years ago
- Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems☆22Updated 3 years ago
- Amortized Inference for Causal Structure Learning, NeurIPS 2022☆65Updated 6 months ago
- Implementations of methods proposed in the paper "Conformal Prediction Sets for Graph Neural Networks"☆15Updated 2 years ago