Influence Functions Python Packages

tree-influence

Influence Estimation for Gradient-Boosted Decision Trees

moderndid

Modern difference-in-differences estimators.

pydvl

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

pytorch-influence-functions

This package is a plug-n-play PyTorch reimplementation of Influence Functions. Influence Functions were introduced in the paper Understanding Black-box Predictions via Influence Functions by Pang Wei Koh and Percy Liang (ICML2017).

causaldid

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

doublediff

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