darioShar/DLPM
ICLR25 | Official code base for Heavy-Tailed Diffusion with Denoising Levy Probabilistic Models (DLPM)
This project offers an advanced generative model for creating new data similar to an existing dataset, particularly excelling with 'heavy-tailed' data or datasets where some categories are very rare. It takes your raw data, such as images or synthetic 2D points, and learns to produce high-quality, diverse new samples. Researchers and machine learning practitioners focused on data generation or augmentation for complex datasets would find this useful.
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Use this if you need to generate realistic new data, especially from datasets with skewed distributions or where certain classes are underrepresented, and traditional methods fall short.
Not ideal if you primarily work with simple, evenly distributed datasets where standard generative models already perform sufficiently.
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31
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4
Language
Python
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Last pushed
Feb 10, 2025
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