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More centering
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AnesBenmerzoug committed Dec 11, 2023
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12 changes: 8 additions & 4 deletions README.md
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Expand Up @@ -38,13 +38,15 @@ performance or outcome of some model trained on it. Some concepts of
value depend on a specific model of interest, while others are model-agnostic.
pyDVL focuses on model-dependent methods.

<div style="text-align: center;">
<div>
<img
width="70%"
align="center"
style="display: block; margin-left: auto; margin-right: auto;"
src="docs/value/img/mclc-best-removal-10k-natural.svg"
alt="best sample removal"
/>
<p style="text-align: center;">
<p align="center" style="text-align:center;">
Comparison of different data valuation methods
on best sample removal.
</p>
Expand All @@ -55,13 +57,15 @@ training points have over the parameters of a model, or any function thereof.
In particular, in machine learning they are also used to compute the effect
of training samples over individual test points.

<div style="text-align: center;">
<div>
<img
width="70%"
align="center"
style="display: block; margin-left: auto; margin-right: auto;"
src="docs/assets/influence_functions_example.png"
alt="best sample removal"
/>
<p style="text-align: center;">
<p align="center" style="text-align:center;">
Influences of input points with corrupted data.
Highlighted points have flipped labels.
</p>
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