Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc
☆179May 17, 2024Updated last year
Alternatives and similar repositories for Topics-In-Modern-Statistical-Learning
Users that are interested in Topics-In-Modern-Statistical-Learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 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 codebase for "Distribution-Free, Risk-Controlling Prediction Sets"☆89Feb 1, 2024Updated 2 years ago
- A Python toolbox for conformal prediction research on deep learning models, using PyTorch.☆465Nov 1, 2025Updated 5 months ago
- ☆13Jun 13, 2022Updated 3 years ago
- Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control☆74Nov 17, 2024Updated last year
- 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.
- Code for multistep feedback covariate shift conformal prediction experiments in "Conformal Validity Guarantees Exist for Any Data Distrib…☆28Jun 28, 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…☆257Jan 23, 2023Updated 3 years ago
- Probabilistic Solution of Differential Equations☆13Jun 19, 2022Updated 3 years ago
- Conformalized Quantile Regression☆309Feb 2, 2026Updated 2 months ago
- Code for "Improving Expert Predictions with Conformal Prediction" , ICML 2023☆14Aug 20, 2024Updated last year
- A comparison of some conformal quantile regression methods.☆12Sep 14, 2019Updated 6 years ago
- Methods for online conformal prediction.☆116May 1, 2025Updated 11 months ago
- Multi-class probabilistic classification using inductive and cross Venn–Abers predictors☆50Jun 22, 2022Updated 3 years ago
- ☆43Sep 13, 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.
- Implementation of multi-output conformal regression methods☆13Sep 23, 2025Updated 7 months ago
- Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.☆76Nov 7, 2024Updated last year
- SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning (AISTATS 2023)☆17Mar 8, 2023Updated 3 years ago
- Examples of conformal prediction. Manual calculation, and using the MAPIE package.☆23Dec 1, 2023Updated 2 years ago
- Python implementation of the conformal prediction framework.☆477Mar 20, 2021Updated 5 years ago
- awesome confidence calibration paper list☆25Oct 21, 2021Updated 4 years ago
- ☆67Apr 7, 2022Updated 4 years ago
- ☆27Oct 21, 2022Updated 3 years ago
- Course materials for Advanced Topics in Statistical Learning, Spring 2023☆49Apr 12, 2026Updated 2 weeks 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.
- Extending Conformal Prediction to LLMs☆70Jun 21, 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 last week
- ☆11Sep 25, 2025Updated 7 months ago
- This projects contains different conformal methods and approaches. Includes code generated for a experimental evaluation of a multidimens…☆18Apr 9, 2024Updated 2 years ago
- Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction…☆132Nov 25, 2023Updated 2 years ago
- Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems☆24Mar 26, 2022Updated 4 years ago
- A library for uncertainty quantification based on PyTorch☆120Jan 10, 2022Updated 4 years ago
- ☆16Oct 2, 2022Updated 3 years ago
- Conformal prediction for time-series applications.☆139Nov 30, 2023Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆24May 25, 2022Updated 3 years ago
- Repository for R and Python packages and reproduction codes in Weighted Conformalized Selection paper☆11Jul 21, 2023Updated 2 years ago
- Practical Guide to Applied Conformal Prediction, published by Packt☆202Mar 2, 2026Updated last month
- MDL Complexity computations and experiments from the paper "Revisiting complexity and the bias-variance tradeoff".☆18Jun 12, 2023Updated 2 years ago
- "How to Trust Your Diffusion Models: A Convex Optimization Approach to Conformal Risk Control"☆17Jan 6, 2026Updated 3 months ago
- Conditional calibration of conformal p-values for outlier detection.☆37Nov 15, 2022Updated 3 years ago
- Conformal Prediction - A Practical Guide with MAPIE☆18Feb 18, 2024Updated 2 years ago