Influence Functions Python Packages

pydvl

pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation

tree-influence

Influence Estimation for Gradient-Boosted Decision Trees

moderndid

Scalable, GPU-accelerated Python library for modern difference-in-differences.

pytorch-influence-functions

This is a PyTorch reimplementation of Influence Functions from the ICML2017 best paper: Understanding Black-box Predictions via Influence Functions by Pang Wei Koh and Percy Liang.

pyinfluence

Training data attribution for scikit-learn: influence functions, leave-one-out, Data Banzhaf, bootstrap, and a functional-influence engine for fairness and scalar-property auditing