The Medium of Exchange of Ecosystem
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Updated
Mar 22, 2024
The Medium of Exchange of Ecosystem
Simulation environment for data collection dynamics.
Code for the submission to the ML Reproducibility Challenge 2022, reproducing "If you like Shapley then you'll love the core"
The pyDVL slides for pyData Berlin 2024
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
Code for the paper "The Journey, Not the Destination: How Data Guides Diffusion Models"
Papers about training data quality management for ML models.
This is an official repository for "2D-Shapley: A Framework for Fragmented Data Valuation" (ICML2023).
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]
This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).
OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
💱 A curated list of data valuation (DV) to design your next data marketplace
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