shapley

Shapley Interactions and Shapley Values for Machine Learning

For calculating global feature importance using Shapley values.

The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

Multi-Touch Attribution

Amazon SageMaker Solution for explaining credit decisions.

streamlit-shap provides a wrapper to display SHAP plots in Streamlit.

For calculating Shapley values via linear regression.

A lightweight implementation of removal-based explanations for ML models.

Lightweight Python implementation of SHAP

Interpretable machine learning based on Shapley values

FastAPI for gathering LocationIQ bounding box and PurpleAir Sensor Data then creating interpolated GeoJson using KNN-Regression

CQD-SHAP: Explainable Complex Query Answering with Shapley Values

让 prompt 从"感觉好了"变成"真好了" · Where "feels better" becomes "measurably better" for your AI prompts.

Search vector Shapley in cooperative game

Inference cost allocation for autonomous AI agent collaborations — Shapley-fair splitting, congestion pricing, token metering. Part of the Agent Trust Stack.

Geospatial land parcel boundary correction using Python, GeoPandas, and Shapely, optimized and evaluated with IoU-based accuracy metrics.

Quipu superstructure

RCS-AC reliability, counterfactual, Shapley 실험 검증 저장소

Arbitrates training and serving skew by implementing the declared feature semantics a third time, so a parity check that can only say "the two paths differ" becomes one that names the cause and blames a side. Names 16 of 16 scenarios against 13 without the referee, and measures severity in decisions rather than mismatches.

Global sensitivity analysis — Song 2016 Shapley effects, Rabitti-Tzougas 2025 CLH subsampling, exposure-weighted variance decomposition