add arxiv links and citations

Author: Dmitrii Tarasov

README.md

@@ -1,3 +1,13 @@
+
+[![](https://img.shields.io/badge/Project_page-blue)](https://fusionbrainlab.github.io/feature_analysis/) [![arXiv](https://img.shields.io/badge/arXiv-2506.07803-b31b1b.svg)](https://arxiv.org/abs/2506.07803) ![GitHub License](https://img.shields.io/github/license/FusionBrainLab/feature_analysis)
+
+# Quick Start
+
+
+A quick start guide and additional materials are available on our [**project page**](https://fusionbrainlab.github.io/feature_analysis/). To learn more, refer to our [**arXiv preprint**](https://arxiv.org/abs/2506.07803).
+
+---
+
 ## Installation
 To set up the environment, navigate to the root directory containing `environment.yml` and run:
 
@@ -128,3 +138,19 @@ Example output:
   <figcaption>RGB Channel Swap in Feature Space</figcaption>
 </figure>
 </div>
+
+
+## Citation
+If you find this work useful, please cite it as follows:
+
+```bibtex
+@misc{allakhverdov2025imagereconstructiontoolfeature,
+      title={Image Reconstruction as a Tool for Feature Analysis},
+      author={Eduard Allakhverdov and Dmitrii Tarasov and Elizaveta Goncharova and Andrey Kuznetsov},
+      year={2025},
+      eprint={2506.07803},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2506.07803},
+}
+```

project/index.html

@@ -87,14 +87,23 @@ <h1 class="title is-1 publication-title">Image Reconstruction as a Tool for Feat
                 </span>
 
                 <!-- ArXiv abstract Link -->
-                <!-- TODO: add arXiv link -->
                 <span class="link-block">
-                  <a href="https://arxiv.org/abs/<ARXIV PAPER ID>" target="_blank"
+                  <a href="https://arxiv.org/abs/2506.07803" target="_blank"
                     class="external-link button is-normal is-rounded is-dark">
                     <span class="icon">
                       <i class="ai ai-arxiv"></i>
                     </span>
-                    <span>arXiv</span>
+                    <span>arXiv (abs)</span>
+                  </a>
+                </span>
+
+                <span class="link-block">
+                  <a href="https://arxiv.org/pdf/2506.07803" target="_blank"
+                    class="external-link button is-normal is-rounded is-dark">
+                    <span class="icon">
+                      <i class="ai ai-arxiv"></i>
+                    </span>
+                    <span>arXiv (pdf)</span>
                   </a>
                 </span>
               </div>
@@ -377,16 +386,20 @@ <h2 class="title is-3 has-text-centered">Conclusion</h2>
     </div>
   </section>
 
-  <!-- TODO: add citation -->
   <!--BibTex citation -->
   <section class="section" id="BibTeX">
     <div class="container is-max-desktop content">
       <h2 class="title">BibTeX</h2>
-      <pre><code>@article{feature_analysis,
-  title={Image Reconstruction as a Tool for Feature Analysis},
-  author={Allakhverdov, Eduard and Tarasov, Dmitrii and Goncharova, Elizaveta and Kuznetsov, Andrey},
-  journal={arXiv preprint},
-  year={2025}
+      <pre><code>
+        @misc{allakhverdov2025imagereconstructiontoolfeature,
+          title={Image Reconstruction as a Tool for Feature Analysis}, 
+          author={Eduard Allakhverdov and Dmitrii Tarasov and Elizaveta Goncharova and Andrey Kuznetsov},
+          year={2025},
+          eprint={2506.07803},
+          archivePrefix={arXiv},
+          primaryClass={cs.CV},
+          url={https://arxiv.org/abs/2506.07803},
+    }
 }</code></pre>
     </div>
   </section>