💱 A curated list of data valuation (DV) to design your next data marketplace

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

OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)

This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).

A Python Data Valuation Package

Intriguing Properties of Data Attribution on Diffusion Models (ICLR 2024)

PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuation of Data" by Amirata Ghorbani and James Zou [ICML 2019]

Code for the paper "The Journey, Not the Destination: How Data Guides Diffusion Models"

Papers about training data quality management for ML models.

Code for the submission to the ML Reproducibility Challenge 2022, reproducing "If you like Shapley then you'll love the core"

Simulation environment for data collection dynamics.

The pyDVL slides for pyData Berlin 2024

This is an official repository for "2D-Shapley: A Framework for Fragmented Data Valuation" (ICML2023).

The Medium of Exchange of Ecosystem

Supplementary programmes for DeRDaVa: Deletion-Robust Data Valuation for Machine Learning.

Algorithms for data valuation and benchmarks

Code for paper 'Interpretable Triplet Importance for Personalized Ranking' in submission