ml-stat-Sustech / TorchCPLinks
A Python toolbox for conformal prediction research on deep learning models, using PyTorch.
☆421Updated 2 weeks ago
Alternatives and similar repositories for TorchCP
Users that are interested in TorchCP are comparing it to the libraries listed below
Sorting:
- Lightweight, useful implementation of conformal prediction on real data.☆943Updated 3 months ago
- 👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.☆346Updated 3 months ago
- relplot: Utilities for measuring calibration and plotting reliability diagrams☆168Updated 2 months ago
- Python package for conformal prediction☆517Updated 2 months ago
- Conformalized Quantile Regression☆286Updated 3 years ago
- Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.☆223Updated last year
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆176Updated last year
- Code for "TabZilla: When Do Neural Nets Outperform Boosted Trees on Tabular Data?"☆165Updated last year
- A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.☆260Updated last week
- Practical Guide to Applied Conformal Prediction, published by Packt☆190Updated last week
- Repository for TabICL: A Tabular Foundation Model for In-Context Learning on Large Data☆178Updated 3 weeks ago
- Our maintained PFN repository. Come here to train SOTA PFNs.☆103Updated last week
- A Library for Uncertainty Quantification.☆920Updated 4 months ago
- Shapley Interactions and Shapley Values for Machine Learning☆612Updated this week
- Python implementation of binary and multi-class Venn-ABERS calibration☆189Updated this week
- Conformal prediction for time-series applications.☆120Updated last year
- Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction…☆120Updated last year
- ☆485Updated last year
- A Living Benchmark for Machine Learning on Tabular Data☆121Updated last week
- ☆49Updated 9 months ago
- Repository for the explanation method Calibrated Explanations (CE)☆70Updated this week
- A package for conformal prediction with conditional guarantees.☆62Updated 6 months ago
- The best repository showing why transformers might not be the answer for time series forecasting and showcasing the best SOTA non transfo…☆746Updated this week
- Dermatology ddx dataset, Jax implementations of Monte Carlo conformal prediction, plausibility regions and statistical annotation aggrega…☆651Updated last year
- Tabular In-Context Learning☆91Updated 6 months ago
- Official Implementation of "Transformers Can Do Bayesian Inference", the PFN paper☆232Updated 10 months ago
- 👖 Conformal Tights adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor or Darts forecaster☆112Updated 4 months ago
- Open-source framework for uncertainty and deep learning models in PyTorch☆428Updated this week
- ML models + benchmark for tabular data classification and regression☆268Updated last month
- Generating and Imputing Tabular Data via Diffusion and Flow XGBoost Models☆163Updated last year