Distribution Shift Python Packages

frouros

Frouros: an open-source Python library for drift detection in machine learning systems.

sustaingym

Reinforcement Learning Environments for Sustainable Energy Systems

ocpdet

📦 A Python package for online changepoint detection, implementing state-of-the-art algorithms and a novel approach based on neural networks.

frd-score

Fréchet Radiomics Distance (FRD) — a metric for comparing medical image distributions

biquality-learn

A Python Library for Biquality Learning

greatx

A graph reliability toolbox based on PyTorch and PyTorch Geometric (PyG).

whyshift

A python package providing a benchmark with various specified distribution shift patterns.

insurance-covariate-shift

Density ratio correction for insurance pricing book shifts — CatBoost/RuLSIF/KLIEP, LR-QR conformal, FCA SUP 15.3 diagnostics

iscan-dag

A Python 3 package for identifying distribution shifts (a.k.a feature-shifts) between datasets. Official implementation of the paper: "iSCAN: Identifying Causal Mechanism Shifts among Nonlinear Additive Noise Models".

graph-ood

GOOD: A Graph Out-of-Distribution Benchmark [NeurIPS 2022 Datasets and Benchmarks]

graphwar

A graph reliability toolbox based on PyTorch and PyTorch Geometric (PyG).