marharyta-aleksandrova / conformal-learningLinks
Code related to different aspects of conformal learning
☆17Updated last year
Alternatives and similar repositories for conformal-learning
Users that are interested in conformal-learning 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…☆75Updated 3 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
- Automatic Integration for Neural Spatio-Temporal Point Process models (AI-STPP) is a new paradigm for exact, efficient, non-parametric inf…☆25Updated last year
- Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control☆73Updated last year
- Official implementation of the paper "Interventions, Where and How? Experimental Design for Causal Models at Scale", NeurIPS 2022.☆20Updated 3 years ago
- Quantification of Uncertainty with Adversarial Models☆29Updated 2 years ago
- Cross-prediction-powered inference☆15Updated last year
- ☆16Updated 3 years ago
- A statistical toolkit for scientific discovery using machine learning☆79Updated last year
- ☆18Updated 9 months ago
- A package for conformal prediction with conditional guarantees.☆67Updated 3 months ago
- Extending Conformal Prediction to LLMs☆69Updated last year
- "How to Trust Your Diffusion Models: A Convex Optimization Approach to Conformal Risk Control"☆18Updated 3 weeks ago
- A course on imprecise probabilistic machine learning☆115Updated 2 weeks ago
- Neat Bayesian machine learning examples☆58Updated 2 months ago
- Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems☆24Updated 3 years ago
- ☆14Updated 3 years ago
- Code for Quantifying Ignorance in Individual-Level Causal-Effect Estimates under Hidden Confounding☆24Updated 3 years ago
- Unofficial implementation of Conformal Language Modeling by Quach et al☆29Updated 2 years ago
- Code for multistep feedback covariate shift conformal prediction experiments in "Conformal Validity Guarantees Exist for Any Data Distrib…☆27Updated last year
- Recursive Bayesian Estimation (Sequential / Online Inference)☆61Updated last year
- Bayesian optimization with conformal coverage guarantees☆29Updated 3 years ago
- Multi-class probabilistic classification using inductive and cross Venn–Abers predictors☆50Updated 3 years ago
- A library for uncertainty quantification based on PyTorch☆121Updated 4 years ago
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆178Updated last year
- [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"☆45Updated 2 years ago
- Active Bayesian Causal Inference (Neurips'22)☆59Updated last year
- Bayesianize: A Bayesian neural network wrapper in pytorch☆92Updated last year
- An ultra-lightweight JAX implementation of sparse Gaussian processes via pathwise sampling.☆22Updated 4 years ago
- Supporing code for the paper "Bayesian Model Selection, the Marginal Likelihood, and Generalization".☆37Updated 3 years ago