Merge pull request #255 from basf/readme_fix_mca

change readme

Author: AnFreTh

README.md

@@ -23,7 +23,7 @@ Mambular is a Python library for tabular deep learning. It includes models that
 
 <h3>⚡ What's New ⚡</h3>
 <ul>
-  <li>New Models: `Tangos`, `AutoInt`, `Trompt`</li>
+  <li>New Models: `Tangos`, `AutoInt`, `Trompt`, `ModernNCA`</li>
   <li>Pretraining optionality for suitable models.</li>
   <li>Individual preprocessing: preprocess each feature differently, use pre-trained models for categorical encoding</li>
   <li>Extract latent representations of tables</li>
@@ -82,6 +82,7 @@ Mambular is a Python package that brings the power of advanced deep learning arc
 | `AutoInt`        | Automatic Feature Interaction Learning via Self-Attentive Neural Networks introduced [here](https://arxiv.org/abs/1810.11921).                      |
 | `Trompt`        | Trompt: Towards a Better Deep Neural Network for Tabular Data introduced [here](https://arxiv.org/abs/2305.18446).                                  |
 | `Tangos`        | Tangos: Regularizing Tabular Neural Networks through Gradient Orthogonalization and Specialization introduced [here](https://openreview.net/pdf?id=n6H86gW8u0d).                                  |
+| `ModernNCA`        | Revisiting Nearest Neighbor for Tabular Data: A Deep Tabular Baseline Two Decades Later introduced [here](https://arxiv.org/abs/2407.03257).                                  |