data-valuation
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💱 A curated list of data valuation (DV) to design your next data marketplace
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Feb 20, 2025
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
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Mar 18, 2025 - Python
OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)
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Feb 4, 2025 - Python
Papers about training data quality management for ML models.
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Feb 18, 2025
This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).
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Jun 5, 2024 - Python
Intriguing Properties of Data Attribution on Diffusion Models (ICLR 2024)
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Jan 23, 2024 - Jupyter Notebook
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]
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Jan 21, 2022 - Python
Code for the paper "The Journey, Not the Destination: How Data Guides Diffusion Models"
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Dec 12, 2023 - Python
Time series data contribution via influence functions
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Jan 18, 2025 - Python
Code for the submission to the ML Reproducibility Challenge 2022, reproducing "If you like Shapley then you'll love the core"
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Jun 2, 2023 - Python
This is an official repository for "2D-Shapley: A Framework for Fragmented Data Valuation" (ICML2023).
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Jul 27, 2023 - Jupyter Notebook
The pyDVL slides for pyData Berlin 2024
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Apr 26, 2024 - Python
Simulation environment for data collection dynamics.
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Aug 7, 2023 - Python
Code for the reproduction of Class-wise Shapley paper from Schoch, Xu, Ji [2022].
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Jun 30, 2024 - TeX
The Medium of Exchange of Ecosystem
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Mar 22, 2024
Code for our paper 'Interpretable Triplet Importance for Personalized Ranking' accepted by CIKM 2024.
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Jul 28, 2024 - Python
Federated Learning implementation for Data Valuation and Differential Privacy, supporting Block-chain DP FL.
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Feb 6, 2025 - Python
The experiments accompanying my research project at EPFL.
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Jan 15, 2025 - Python
Supplementary programmes for DeRDaVa: Deletion-Robust Data Valuation for Machine Learning.
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Dec 23, 2023 - Jupyter Notebook
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