A toolkit for quantitative evaluation of data attribution methods.
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Jul 14, 2025 - Jupyter Notebook
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data-attribution
Here are 9 public repositories matching this topic...
Intriguing Properties of Data Attribution on Diffusion Models (ICLR 2024)
attribution interpretability influence-functions diffusion-models ddpm data-valuation data-centric-ai stable-diffusion data-attribution
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Jan 23, 2024 - Jupyter Notebook
Code for the paper "The Journey, Not the Destination: How Data Guides Diffusion Models"
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Dec 12, 2023 - Python
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Jul 20, 2023 - Python
A unified framework for attributing model components, data, and training dynamics to model behavior.
neural-networks interpretability explainability training-dynamics data-attribution model-attribution kernel-machines
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May 27, 2025 - Python
Official implementation of the paper "Most Influential Subset Selection: Challenges, Promises, and Beyond" (NeurIPS2024)
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Feb 6, 2025 - Jupyter Notebook
Code for "An Efficient Framework for Crediting Data Contributors of Diffusion Models" ICLR2025
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Jun 17, 2025 - Jupyter Notebook
part of the MIT Center for Brains Minds + Machines computational tutorial series
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Oct 17, 2024 - Jupyter Notebook
Code for training and testing AR-Detector method from the paper "Region-Level Data Attribution for Text-to-Image Generative Models" (ICCV 2025)
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Jul 27, 2025 - Python
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