zituitui/DiffusionFisher
[ICML 2025] Official implementation of "Efficiently Access Diffusion Fisher: Within the Outer Product Span Space".
This project helps researchers and developers working with advanced AI models by providing a more efficient way to calculate 'Fisher Information' in diffusion models. It takes in parameters from your diffusion models and outputs analytical formulations and algorithms for evaluating complex model properties. This is intended for machine learning researchers and practitioners focused on generative AI, model optimization, and theoretical advancements in deep learning.
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Use this if you are a machine learning researcher or engineer developing and optimizing diffusion models and need to efficiently analyze their statistical properties.
Not ideal if you are looking for a pre-trained model or a high-level API to generate images or text without deep involvement in model internals.
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Language
Python
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MIT
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Last pushed
Jun 02, 2025
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