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Update README.md
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@KindXiaoming
KindXiaoming authored Apr 30, 2024
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Expand Up @@ -9,7 +9,7 @@ Kolmogorov-Arnold Networks (KANs) are promising alternatives of Multi-Layer Perc
<img width="1163" alt="mlp_kan_compare" src="https://github.com/KindXiaoming/pykan/assets/23551623/695adc2d-0d0b-4e4b-bcff-db2c8070f841">

## Accuracy
**KANs have faster scaling than MLPs. KANs have comparable or even better accuracy than MLPs with much fewer parameters.**
**KANs have faster scaling than MLPs. KANs have better accuracy than MLPs with fewer parameters.**

**Example 1: fitting symbolic formulas**
<img width="1824" alt="Screenshot 2024-04-30 at 10 55 30" src="https://github.com/KindXiaoming/pykan/assets/23551623/e1fc3dcc-c1f6-49d5-b58e-79ff7b98a49b">
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