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A brief notebook on Influence Function (IF) for classical generative models (e.g., k-NN, KDE, GMM)

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Influence Function (IF) for classical generative models

A brief notebook on Influence Function (IF) for classical generative models (e.g., $k$-NN, KDE, GMM)

Training data

Alt text

Results

metric $10$-NN KDE GMM
LL Alt text Alt text Alt text
Self-IF Alt text Alt text Alt text
IF over (5,8) Alt text Alt text Alt text
IF over (5,8) Alt text Alt text Alt text